{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "using ReinforcementLearningAnIntroduction\n",
    "\n",
    "using Plots, StatsBase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "env = MazeEnv()\n",
    "ns = length(get_observation_space(env))\n",
    "na = length(get_action_space(env))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "plan_step (generic function with 1 method)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function plan_step(n)\n",
    "    agent = DynaAgent(\n",
    "        policy=QBasedPolicy(\n",
    "            learner=TDLearner(\n",
    "                approximator=TabularApproximator(n_state=ns, n_action=na),\n",
    "                γ=0.1,\n",
    "                optimizer=Descent(0.1),\n",
    "                method=:SARS\n",
    "                ),\n",
    "            explorer=EpsilonGreedyExplorer(0.1;is_break_tie=true)\n",
    "            ),\n",
    "        model=ExperienceBasedSampleModel(),\n",
    "        trajectory=EpisodicCompactSARTSATrajectory(),\n",
    "        plan_step=n\n",
    "    )\n",
    "\n",
    "    hook = StepsPerEpisode()\n",
    "    run(agent, env, StopAfterEpisode(50),hook)\n",
    "    hook.steps\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32mProgress: 100%|█████████████████████████████████████████| Time: 0:00:00\u001b[39m\n"
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     },
     "execution_count": 13,
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    }
   ],
   "source": [
    "p = plot(legend=:topright)\n",
    "for n in [0, 5, 50]\n",
    "    plot!(p, mean(plan_step(n) for _ in 1:30), label=\"plan_step = $n\")\n",
    "end\n",
    "p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cumulative_dyna_reward (generic function with 1 method)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function cumulative_dyna_reward(model, walls, nstep1, change, nstep2)\n",
    "    env = MazeEnv(walls,\n",
    "                  CartesianIndex(6, 4),\n",
    "                  CartesianIndex(6, 4),\n",
    "                  CartesianIndex(1, 9),\n",
    "                  6,\n",
    "                  9)\n",
    "    ns = length(get_observation_space(env))\n",
    "    na = length(get_action_space(env))\n",
    "    agent = DynaAgent(\n",
    "        policy=QBasedPolicy(\n",
    "            learner=TDLearner(\n",
    "                approximator=TabularApproximator(n_state=ns, n_action=na),\n",
    "                γ=0.95,\n",
    "                optimizer=Descent(1.),  # note that here we need to set alpha to 1.0 to get the result on the book\n",
    "                method=:SARS\n",
    "                ),\n",
    "            explorer=EpsilonGreedyExplorer(0.1;is_break_tie=true)\n",
    "            ),\n",
    "        model=model,\n",
    "        trajectory=EpisodicCompactSARTSATrajectory(),\n",
    "        plan_step=10\n",
    "    )\n",
    "    \n",
    "    # hook = ComposedHook(CumulativeReward(), StepsPerEpisode(), TotalRewardPerEpisode())\n",
    "    hook = CumulativeReward()\n",
    "    run(agent, env, StopAfterStep(nstep1;is_show_progress=false),hook)\n",
    "    change(env.walls)\n",
    "    run(agent, env, StopAfterStep(nstep2;is_show_progress=false),hook)\n",
    "    hook.rewards\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
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       "  593.378,1311.06 594.066,1311.06 594.753,1309.99 595.44,1308.56 596.127,1308.21 596.815,1307.85 597.502,1307.85 598.189,1306.43 598.876,1306.07 599.564,1305 \n",
       "  600.251,1304.65 600.938,1304.65 601.625,1302.87 602.313,1302.51 603,1302.15 603.687,1300.73 604.374,1299.66 605.062,1298.59 605.749,1297.88 606.436,1297.88 \n",
       "  607.124,1297.88 607.811,1297.53 608.498,1297.17 609.185,1296.1 609.873,1295.39 610.56,1294.32 611.247,1292.9 611.934,1292.9 612.622,1291.83 613.309,1290.41 \n",
       "  613.996,1290.41 614.683,1289.69 615.371,1288.98 616.058,1288.62 616.745,1288.62 617.432,1287.56 618.12,1287.2 618.807,1286.84 619.494,1285.78 620.181,1284.35 \n",
       "  620.869,1283.64 621.556,1283.28 622.243,1282.93 622.93,1282.22 623.618,1281.5 624.305,1280.44 624.992,1280.44 625.679,1280.44 626.367,1280.08 627.054,1277.94 \n",
       "  627.741,1277.23 628.428,1276.16 629.116,1275.81 629.803,1275.09 630.49,1274.74 631.178,1273.31 631.865,1272.6 632.552,1272.25 633.239,1271.89 633.927,1271.18 \n",
       "  634.614,1270.82 635.301,1269.4 635.988,1269.04 636.676,1268.33 637.363,1267.62 638.05,1266.91 638.737,1266.19 639.425,1265.48 640.112,1264.41 640.799,1264.06 \n",
       "  641.486,1263.34 642.174,1263.34 642.861,1262.99 643.548,1261.56 644.235,1260.5 644.923,1260.14 645.61,1259.78 646.297,1258.72 646.984,1258 647.672,1257.29 \n",
       "  648.359,1256.94 649.046,1255.87 649.733,1255.51 650.421,1253.73 651.108,1252.66 651.795,1252.66 652.482,1252.31 653.17,1251.24 653.857,1250.53 654.544,1250.17 \n",
       "  655.232,1249.81 655.919,1249.1 656.606,1248.39 657.293,1247.68 657.981,1245.54 658.668,1244.47 659.355,1244.12 660.042,1243.76 660.73,1243.41 661.417,1243.05 \n",
       "  662.104,1243.05 662.791,1242.34 663.479,1242.34 664.166,1241.27 664.853,1239.85 665.54,1238.42 666.228,1237.35 666.915,1237 667.602,1236.28 668.289,1235.22 \n",
       "  668.977,1234.86 669.664,1234.5 670.351,1233.79 671.038,1233.44 671.726,1232.72 672.413,1231.3 673.1,1231.3 673.787,1230.23 674.475,1229.88 675.162,1228.45 \n",
       "  675.849,1228.45 676.536,1227.03 677.224,1226.32 677.911,1225.96 678.598,1225.25 679.285,1224.18 679.973,1224.18 680.66,1223.47 681.347,1222.04 682.035,1221.33 \n",
       "  682.722,1220.97 683.409,1220.26 684.096,1219.91 684.784,1219.55 685.471,1218.84 686.158,1217.77 686.845,1217.06 687.533,1214.92 688.22,1214.92 688.907,1214.57 \n",
       "  689.594,1213.14 690.282,1212.43 690.969,1211.72 691.656,1211.36 692.343,1210.65 693.031,1210.29 693.718,1209.58 694.405,1208.87 695.092,1208.16 695.78,1207.8 \n",
       "  696.467,1206.73 697.154,1206.38 697.841,1205.31 698.529,1204.6 699.216,1203.17 699.903,1202.82 700.59,1201.39 701.278,1200.68 701.965,1199.61 702.652,1198.9 \n",
       "  703.339,1198.19 704.027,1197.83 704.714,1197.83 705.401,1197.47 706.089,1196.05 706.776,1194.98 707.463,1193.2 708.15,1193.2 708.838,1191.78 709.525,1191.78 \n",
       "  710.212,1191.07 710.899,1190.35 711.587,1189.64 712.274,1188.57 712.961,1188.57 713.648,1187.86 714.336,1187.51 715.023,1187.15 715.71,1186.08 716.397,1185.37 \n",
       "  717.085,1185.01 717.772,1183.94 718.459,1182.16 719.146,1181.45 719.834,1181.1 720.521,1179.67 721.208,1179.32 721.895,1179.32 722.583,1178.25 723.27,1177.89 \n",
       "  723.957,1177.18 724.644,1176.82 725.332,1176.11 726.019,1174.33 726.706,1173.26 727.393,1171.84 728.081,1170.77 728.768,1170.41 729.455,1169.35 730.142,1169.35 \n",
       "  730.83,1168.99 731.517,1168.99 732.204,1168.63 732.892,1167.57 733.579,1166.85 734.266,1166.5 734.953,1165.43 735.641,1164.01 736.328,1160.8 737.015,1160.09 \n",
       "  737.702,1159.73 738.39,1159.73 739.077,1159.38 739.764,1159.02 740.451,1158.31 741.139,1157.95 741.826,1157.6 742.513,1157.24 743.2,1156.17 743.888,1154.75 \n",
       "  744.575,1153.32 745.262,1152.97 745.949,1152.26 746.637,1151.54 747.324,1150.48 748.011,1149.05 748.698,1148.69 749.386,1148.69 750.073,1147.98 750.76,1147.27 \n",
       "  751.447,1146.56 752.135,1145.49 752.822,1144.42 753.509,1144.07 754.196,1141.93 754.884,1141.22 755.571,1140.51 756.258,1140.15 756.946,1139.79 757.633,1139.44 \n",
       "  758.32,1138.37 759.007,1138.37 759.695,1137.66 760.382,1136.95 761.069,1135.52 761.756,1134.45 762.444,1132.67 763.131,1131.6 763.818,1130.89 764.505,1130.89 \n",
       "  765.193,1129.82 765.88,1129.47 766.567,1129.47 767.254,1128.76 767.942,1127.33 768.629,1126.98 769.316,1125.2 770.003,1124.84 770.691,1124.48 771.378,1123.77 \n",
       "  772.065,1122.7 772.752,1122.35 773.44,1121.63 774.127,1120.92 774.814,1119.14 775.501,1118.07 776.189,1117.01 776.876,1116.65 777.563,1116.29 778.25,1115.23 \n",
       "  778.938,1114.87 779.625,1113.8 780.312,1112.73 781,1112.02 781.687,1112.02 782.374,1110.6 783.061,1109.17 783.749,1108.1 784.436,1107.39 785.123,1106.32 \n",
       "  785.81,1105.97 786.498,1105.97 787.185,1104.54 787.872,1103.83 788.559,1102.76 789.247,1100.98 789.934,1100.63 790.621,1100.27 791.308,1099.92 791.996,1098.85 \n",
       "  792.683,1097.42 793.37,1096.71 794.057,1096.35 794.745,1096 795.432,1095.29 796.119,1093.86 796.806,1092.79 797.494,1092.08 798.181,1091.73 798.868,1090.66 \n",
       "  799.555,1089.95 800.243,1089.59 800.93,1088.52 801.617,1087.45 802.304,1086.74 802.992,1085.32 803.679,1084.96 804.366,1084.25 805.053,1083.18 805.741,1082.82 \n",
       "  806.428,1082.11 807.115,1081.4 807.803,1079.98 808.49,1079.62 809.177,1078.91 809.864,1076.77 810.552,1076.77 811.239,1075.35 811.926,1074.64 812.613,1074.64 \n",
       "  813.301,1073.57 813.988,1072.5 814.675,1071.79 815.362,1071.79 816.05,1071.07 816.737,1070.01 817.424,1068.58 818.111,1067.51 818.799,1066.8 819.486,1066.8 \n",
       "  820.173,1066.45 820.86,1065.38 821.548,1063.24 822.235,1062.89 822.922,1062.17 823.609,1061.82 824.297,1060.75 824.984,1059.32 825.671,1058.61 826.358,1057.9 \n",
       "  827.046,1056.83 827.733,1056.48 828.42,1055.76 829.107,1054.7 829.795,1053.98 830.482,1053.27 831.169,1052.92 831.857,1052.2 832.544,1051.14 833.231,1050.78 \n",
       "  833.918,1049.36 834.606,1048.29 835.293,1047.58 835.98,1047.22 836.667,1046.86 837.355,1045.08 838.042,1044.01 838.729,1043.66 839.416,1042.95 840.104,1042.95 \n",
       "  840.791,1041.88 841.478,1041.17 842.165,1039.74 842.853,1038.67 843.54,1037.96 844.227,1037.25 844.914,1036.18 845.602,1035.47 846.289,1034.05 846.976,1034.05 \n",
       "  847.663,1032.26 848.351,1031.91 849.038,1031.55 849.725,1030.48 850.412,1029.77 851.1,1029.06 851.787,1027.99 852.474,1027.28 853.161,1026.57 853.849,1026.21 \n",
       "  854.536,1025.86 855.223,1024.79 855.911,1023.01 856.598,1022.65 857.285,1021.58 857.972,1020.51 858.66,1019.45 859.347,1019.09 860.034,1018.73 860.721,1018.02 \n",
       "  861.409,1017.31 862.096,1016.6 862.783,1015.53 863.47,1015.17 864.158,1013.39 864.845,1011.61 865.532,1010.19 866.219,1010.19 866.907,1009.83 867.594,1009.48 \n",
       "  868.281,1009.12 868.968,1008.41 869.656,1008.05 870.343,1007.34 871.03,1006.27 871.717,1005.2 872.405,1002.71 873.092,1001.29 873.779,1000.93 874.466,1000.58 \n",
       "  875.154,999.864 875.841,999.864 876.528,999.508 877.215,997.727 877.903,997.371 878.59,996.303 879.277,994.879 879.964,994.167 880.652,993.455 881.339,993.099 \n",
       "  882.026,991.674 882.714,991.318 883.401,990.962 884.088,990.25 884.775,989.538 885.463,987.758 886.15,986.334 886.837,985.265 887.524,985.265 888.212,984.553 \n",
       "  888.899,984.197 889.586,984.197 890.273,983.129 890.961,982.061 891.648,981.705 892.335,980.281 893.022,979.212 893.71,978.144 894.397,977.432 895.084,975.652 \n",
       "  895.771,974.94 896.459,974.94 897.146,974.228 897.833,973.872 898.52,973.872 899.208,972.091 899.895,971.023 900.582,969.243 901.269,968.175 901.957,967.463 \n",
       "  902.644,966.394 903.331,966.394 904.018,965.682 904.706,964.97 905.393,964.97 906.08,964.258 906.768,962.834 907.455,961.054 908.142,960.342 908.829,959.273 \n",
       "  909.517,958.205 910.204,957.849 910.891,956.781 911.578,956.781 912.266,956.425 912.953,955.357 913.64,954.289 914.327,953.576 915.015,953.576 915.702,952.152 \n",
       "  916.389,951.084 917.076,951.084 917.764,951.084 918.451,951.084 919.138,951.084 919.825,951.084 920.513,951.084 921.2,951.084 921.887,951.084 922.574,951.084 \n",
       "  923.262,951.084 923.949,951.084 924.636,951.084 925.323,951.084 926.011,951.084 926.698,951.084 927.385,951.084 928.072,951.084 928.76,951.084 929.447,951.084 \n",
       "  930.134,951.084 930.821,951.084 931.509,951.084 932.196,951.084 932.883,951.084 933.571,951.084 934.258,951.084 934.945,951.084 935.632,951.084 936.32,951.084 \n",
       "  937.007,951.084 937.694,951.084 938.381,951.084 939.069,951.084 939.756,951.084 940.443,951.084 941.13,951.084 941.818,951.084 942.505,951.084 943.192,951.084 \n",
       "  943.879,951.084 944.567,951.084 945.254,951.084 945.941,951.084 946.628,951.084 947.316,951.084 948.003,951.084 948.69,951.084 949.377,951.084 950.065,951.084 \n",
       "  950.752,951.084 951.439,951.084 952.126,951.084 952.814,951.084 953.501,951.084 954.188,951.084 954.875,951.084 955.563,951.084 956.25,951.084 956.937,951.084 \n",
       "  957.625,951.084 958.312,951.084 958.999,951.084 959.686,951.084 960.374,951.084 961.061,951.084 961.748,951.084 962.435,951.084 963.123,951.084 963.81,951.084 \n",
       "  964.497,951.084 965.184,951.084 965.872,951.084 966.559,951.084 967.246,951.084 967.933,951.084 968.621,951.084 969.308,951.084 969.995,951.084 970.682,951.084 \n",
       "  971.37,951.084 972.057,951.084 972.744,951.084 973.431,951.084 974.119,951.084 974.806,951.084 975.493,951.084 976.18,951.084 976.868,951.084 977.555,951.084 \n",
       "  978.242,951.084 978.929,951.084 979.617,951.084 980.304,951.084 980.991,951.084 981.679,951.084 982.366,951.084 983.053,951.084 983.74,951.084 984.428,951.084 \n",
       "  985.115,951.084 985.802,951.084 986.489,951.084 987.177,951.084 987.864,951.084 988.551,951.084 989.238,951.084 989.926,951.084 990.613,951.084 991.3,951.084 \n",
       "  991.987,951.084 992.675,951.084 993.362,951.084 994.049,951.084 994.736,951.084 995.424,951.084 996.111,951.084 996.798,951.084 997.485,951.084 998.173,951.084 \n",
       "  998.86,951.084 999.547,951.084 1000.23,951.084 1000.92,951.084 1001.61,951.084 1002.3,951.084 1002.98,951.084 1003.67,951.084 1004.36,951.084 1005.05,951.084 \n",
       "  1005.73,951.084 1006.42,951.084 1007.11,951.084 1007.79,951.084 1008.48,951.084 1009.17,951.084 1009.86,951.084 1010.54,951.084 1011.23,951.084 1011.92,951.084 \n",
       "  1012.61,951.084 1013.29,951.084 1013.98,951.084 1014.67,951.084 1015.35,951.084 1016.04,951.084 1016.73,951.084 1017.42,951.084 1018.1,951.084 1018.79,951.084 \n",
       "  1019.48,951.084 1020.16,951.084 1020.85,951.084 1021.54,951.084 1022.23,951.084 1022.91,951.084 1023.6,951.084 1024.29,951.084 1024.98,951.084 1025.66,951.084 \n",
       "  1026.35,951.084 1027.04,951.084 1027.72,951.084 1028.41,951.084 1029.1,951.084 1029.79,951.084 1030.47,951.084 1031.16,951.084 1031.85,951.084 1032.54,951.084 \n",
       "  1033.22,951.084 1033.91,951.084 1034.6,951.084 1035.28,951.084 1035.97,951.084 1036.66,951.084 1037.35,951.084 1038.03,951.084 1038.72,951.084 1039.41,951.084 \n",
       "  1040.1,951.084 1040.78,951.084 1041.47,951.084 1042.16,951.084 1042.84,951.084 1043.53,951.084 1044.22,951.084 1044.91,951.084 1045.59,951.084 1046.28,951.084 \n",
       "  1046.97,951.084 1047.66,951.084 1048.34,950.728 1049.03,950.728 1049.72,950.728 1050.4,950.728 1051.09,950.728 1051.78,950.728 1052.47,950.728 1053.15,950.728 \n",
       "  1053.84,950.728 1054.53,950.728 1055.21,950.728 1055.9,950.372 1056.59,950.372 1057.28,950.372 1057.96,950.372 1058.65,950.372 1059.34,950.372 1060.03,950.372 \n",
       "  1060.71,950.372 1061.4,950.372 1062.09,950.372 1062.77,950.016 1063.46,950.016 1064.15,950.016 1064.84,950.016 1065.52,950.016 1066.21,950.016 1066.9,949.66 \n",
       "  1067.59,949.66 1068.27,949.66 1068.96,949.66 1069.65,949.66 1070.33,949.66 1071.02,949.66 1071.71,949.66 1072.4,949.66 1073.08,949.66 1073.77,949.66 \n",
       "  1074.46,949.304 1075.15,949.304 1075.83,949.304 1076.52,949.304 1077.21,949.304 1077.89,949.304 1078.58,949.304 1079.27,949.304 1079.96,949.304 1080.64,949.304 \n",
       "  1081.33,949.304 1082.02,949.304 1082.71,949.304 1083.39,949.304 1084.08,949.304 1084.77,949.304 1085.45,949.304 1086.14,949.304 1086.83,949.304 1087.52,949.304 \n",
       "  1088.2,949.304 1088.89,948.948 1089.58,948.948 1090.27,948.948 1090.95,948.948 1091.64,948.592 1092.33,948.592 1093.01,948.236 1093.7,948.236 1094.39,948.236 \n",
       "  1095.08,948.236 1095.76,948.236 1096.45,948.236 1097.14,948.236 1097.82,948.236 1098.51,948.236 1099.2,948.236 1099.89,947.88 1100.57,947.524 1101.26,947.167 \n",
       "  1101.95,947.167 1102.64,947.167 1103.32,947.167 1104.01,947.167 1104.7,947.167 1105.38,947.167 1106.07,947.167 1106.76,947.167 1107.45,946.811 1108.13,946.811 \n",
       "  1108.82,946.811 1109.51,946.811 1110.2,946.811 1110.88,946.811 1111.57,946.811 1112.26,946.455 1112.94,946.455 1113.63,946.455 1114.32,946.455 1115.01,946.455 \n",
       "  1115.69,946.455 1116.38,946.455 1117.07,946.455 1117.76,946.455 1118.44,946.455 1119.13,946.455 1119.82,946.455 1120.5,946.455 1121.19,946.455 1121.88,946.455 \n",
       "  1122.57,946.455 1123.25,946.455 1123.94,946.455 1124.63,946.099 1125.32,946.099 1126,946.099 1126.69,946.099 1127.38,946.099 1128.06,946.099 1128.75,946.099 \n",
       "  1129.44,945.743 1130.13,945.743 1130.81,945.743 1131.5,945.387 1132.19,945.387 1132.88,945.387 1133.56,945.387 1134.25,945.387 1134.94,945.387 1135.62,945.387 \n",
       "  1136.31,945.387 1137,945.031 1137.69,945.031 1138.37,945.031 1139.06,945.031 1139.75,944.675 1140.43,944.675 1141.12,944.675 1141.81,944.675 1142.5,944.675 \n",
       "  1143.18,944.675 1143.87,944.319 1144.56,944.319 1145.25,944.319 1145.93,944.319 1146.62,944.319 1147.31,944.319 1147.99,943.963 1148.68,943.963 1149.37,943.963 \n",
       "  1150.06,943.963 1150.74,943.963 1151.43,943.963 1152.12,943.607 1152.81,943.607 1153.49,943.607 1154.18,943.607 1154.87,943.607 1155.55,943.607 1156.24,943.251 \n",
       "  1156.93,943.251 1157.62,943.251 1158.3,943.251 1158.99,943.251 1159.68,942.895 1160.37,942.895 1161.05,942.895 1161.74,942.895 1162.43,942.895 1163.11,942.539 \n",
       "  1163.8,942.539 1164.49,942.539 1165.18,942.539 1165.86,942.539 1166.55,942.539 1167.24,942.539 1167.93,942.539 1168.61,942.539 1169.3,942.539 1169.99,941.827 \n",
       "  1170.67,941.471 1171.36,941.471 1172.05,941.471 1172.74,941.471 1173.42,941.471 1174.11,941.115 1174.8,941.115 1175.48,941.115 1176.17,941.115 1176.86,940.758 \n",
       "  1177.55,940.758 1178.23,940.758 1178.92,940.758 1179.61,940.758 1180.3,940.758 1180.98,940.402 1181.67,940.402 1182.36,939.69 1183.04,939.334 1183.73,939.334 \n",
       "  1184.42,939.334 1185.11,939.334 1185.79,939.334 1186.48,939.334 1187.17,939.334 1187.86,939.334 1188.54,939.334 1189.23,939.334 1189.92,938.978 1190.6,938.978 \n",
       "  1191.29,938.622 1191.98,938.622 1192.67,937.91 1193.35,937.91 1194.04,937.554 1194.73,937.554 1195.42,937.554 1196.1,937.198 1196.79,937.198 1197.48,937.198 \n",
       "  1198.16,937.198 1198.85,937.198 1199.54,936.842 1200.23,936.842 1200.91,936.842 1201.6,936.842 1202.29,936.486 1202.98,936.486 1203.66,936.13 1204.35,936.13 \n",
       "  1205.04,936.13 1205.72,936.13 1206.41,935.774 1207.1,935.774 1207.79,935.774 1208.47,935.774 1209.16,935.062 1209.85,935.062 1210.54,934.706 1211.22,934.706 \n",
       "  1211.91,934.706 1212.6,934.706 1213.28,934.349 1213.97,934.349 1214.66,933.993 1215.35,933.993 1216.03,933.637 1216.72,933.637 1217.41,933.637 1218.09,933.281 \n",
       "  1218.78,933.281 1219.47,932.925 1220.16,932.925 1220.84,932.925 1221.53,932.925 1222.22,932.925 1222.91,932.925 1223.59,932.925 1224.28,932.569 1224.97,932.569 \n",
       "  1225.65,932.213 1226.34,931.857 1227.03,931.501 1227.72,931.501 1228.4,931.145 1229.09,931.145 1229.78,931.145 1230.47,930.789 1231.15,930.789 1231.84,930.077 \n",
       "  1232.53,930.077 1233.21,930.077 1233.9,929.721 1234.59,929.721 1235.28,929.721 1235.96,929.721 1236.65,929.721 1237.34,929.721 1238.03,929.721 1238.71,929.721 \n",
       "  1239.4,928.653 1240.09,928.297 1240.77,928.297 1241.46,927.94 1242.15,927.94 1242.84,927.584 1243.52,927.584 1244.21,927.584 1244.9,927.228 1245.59,927.228 \n",
       "  1246.27,926.872 1246.96,926.872 1247.65,926.872 1248.33,926.872 1249.02,926.872 1249.71,926.516 1250.4,926.516 1251.08,926.516 1251.77,926.16 1252.46,926.16 \n",
       "  1253.14,926.16 1253.83,926.16 1254.52,925.804 1255.21,925.092 1255.89,924.38 1256.58,924.38 1257.27,924.024 1257.96,924.024 1258.64,924.024 1259.33,924.024 \n",
       "  1260.02,924.024 1260.7,924.024 1261.39,923.668 1262.08,923.668 1262.77,923.668 1263.45,923.312 1264.14,922.956 1264.83,922.956 1265.52,922.956 1266.2,922.956 \n",
       "  1266.89,922.956 1267.58,922.956 1268.26,922.6 1268.95,921.888 1269.64,921.888 1270.33,921.888 1271.01,921.531 1271.7,921.531 1272.39,921.175 1273.08,921.175 \n",
       "  1273.76,920.819 1274.45,920.819 1275.14,920.819 1275.82,920.819 1276.51,920.463 1277.2,920.463 1277.89,920.463 1278.57,920.463 1279.26,920.463 1279.95,919.395 \n",
       "  1280.64,919.395 1281.32,919.039 1282.01,919.039 1282.7,919.039 1283.38,919.039 1284.07,919.039 1284.76,918.683 1285.45,918.683 1286.13,917.971 1286.82,917.971 \n",
       "  1287.51,917.615 1288.2,917.615 1288.88,917.615 1289.57,917.615 1290.26,917.615 1290.94,917.259 1291.63,917.259 1292.32,916.547 1293.01,916.547 1293.69,916.547 \n",
       "  1294.38,916.547 1295.07,916.191 1295.75,916.191 1296.44,916.191 1297.13,916.191 1297.82,916.191 1298.5,915.835 1299.19,915.479 1299.88,914.766 1300.57,914.41 \n",
       "  1301.25,914.41 1301.94,914.41 1302.63,914.054 1303.31,913.698 1304,913.698 1304.69,913.698 1305.38,913.698 1306.06,913.698 1306.75,913.698 1307.44,913.698 \n",
       "  1308.13,913.698 1308.81,913.342 1309.5,913.342 1310.19,912.986 1310.87,912.986 1311.56,912.986 1312.25,912.63 1312.94,912.63 1313.62,912.274 1314.31,912.274 \n",
       "  1315,911.562 1315.69,910.85 1316.37,910.85 1317.06,910.85 1317.75,910.85 1318.43,910.85 1319.12,910.85 1319.81,910.85 1320.5,910.85 1321.18,910.85 \n",
       "  1321.87,910.494 1322.56,910.138 1323.25,910.138 1323.93,909.426 1324.62,909.07 1325.31,909.07 1325.99,908.713 1326.68,908.713 1327.37,908.357 1328.06,908.001 \n",
       "  1328.74,907.645 1329.43,907.645 1330.12,907.289 1330.8,907.289 1331.49,907.289 1332.18,907.289 1332.87,907.289 1333.55,907.289 1334.24,907.289 1334.93,907.289 \n",
       "  1335.62,907.289 1336.3,906.933 1336.99,906.577 1337.68,906.221 1338.36,905.509 1339.05,905.153 1339.74,905.153 1340.43,904.797 1341.11,904.797 1341.8,904.797 \n",
       "  1342.49,904.797 1343.18,904.797 1343.86,904.797 1344.55,904.441 1345.24,904.441 1345.92,904.085 1346.61,904.085 1347.3,904.085 1347.99,904.085 1348.67,904.085 \n",
       "  1349.36,903.729 1350.05,903.373 1350.74,903.017 1351.42,903.017 1352.11,902.661 1352.8,902.661 1353.48,902.304 1354.17,901.592 1354.86,901.592 1355.55,901.592 \n",
       "  1356.23,901.592 1356.92,901.592 1357.61,901.592 1358.3,901.592 1358.98,901.592 1359.67,901.236 1360.36,901.236 1361.04,900.88 1361.73,900.524 1362.42,900.524 \n",
       "  1363.11,900.524 1363.79,900.524 1364.48,900.168 1365.17,899.812 1365.86,899.456 1366.54,899.456 1367.23,899.1 1367.92,899.1 1368.6,899.1 1369.29,898.388 \n",
       "  1369.98,898.388 1370.67,898.032 1371.35,898.032 1372.04,898.032 1372.73,898.032 1373.41,898.032 1374.1,898.032 1374.79,898.032 1375.48,897.676 1376.16,897.676 \n",
       "  1376.85,897.676 1377.54,897.676 1378.23,896.964 1378.91,896.964 1379.6,896.608 1380.29,896.252 1380.97,895.895 1381.66,895.183 1382.35,895.183 1383.04,895.183 \n",
       "  1383.72,895.183 1384.41,894.827 1385.1,894.827 1385.79,894.827 1386.47,894.827 1387.16,894.827 1387.85,894.827 1388.53,894.827 1389.22,894.471 1389.91,894.471 \n",
       "  1390.6,894.115 1391.28,894.115 1391.97,893.403 1392.66,893.047 1393.35,893.047 1394.03,892.691 1394.72,892.691 1395.41,892.691 1396.09,892.335 1396.78,891.979 \n",
       "  1397.47,891.979 1398.16,891.623 1398.84,891.623 1399.53,891.623 1400.22,891.623 1400.91,891.623 1401.59,891.267 1402.28,891.267 1402.97,890.911 1403.65,890.911 \n",
       "  1404.34,890.555 1405.03,890.555 1405.72,890.199 1406.4,889.843 1407.09,889.843 1407.78,889.843 1408.47,889.843 1409.15,889.843 1409.84,889.843 1410.53,889.486 \n",
       "  1411.21,889.13 1411.9,888.774 1412.59,888.774 1413.28,888.774 1413.96,888.062 1414.65,888.062 1415.34,887.706 1416.02,887.706 1416.71,887.35 1417.4,887.35 \n",
       "  1418.09,886.994 1418.77,886.994 1419.46,886.994 1420.15,886.638 1420.84,886.638 1421.52,886.282 1422.21,885.926 1422.9,885.926 1423.58,885.926 1424.27,885.926 \n",
       "  1424.96,885.214 1425.65,884.858 1426.33,884.502 1427.02,884.502 1427.71,884.502 1428.4,884.502 1429.08,884.146 1429.77,884.146 1430.46,883.79 1431.14,883.79 \n",
       "  1431.83,883.434 1432.52,883.434 1433.21,883.077 1433.89,883.077 1434.58,882.365 1435.27,882.365 1435.96,882.365 1436.64,882.365 1437.33,882.365 1438.02,882.009 \n",
       "  1438.7,882.009 1439.39,882.009 1440.08,881.653 1440.77,881.297 1441.45,881.297 1442.14,880.941 1442.83,880.941 1443.52,880.941 1444.2,880.941 1444.89,880.585 \n",
       "  1445.58,880.229 1446.26,880.229 1446.95,879.873 1447.64,879.517 1448.33,879.517 1449.01,879.161 1449.7,878.805 1450.39,878.805 1451.07,878.449 1451.76,878.093 \n",
       "  1452.45,877.737 1453.14,877.737 1453.82,877.737 1454.51,877.737 1455.2,877.737 1455.89,877.737 1456.57,877.381 1457.26,877.025 1457.95,877.025 1458.63,876.668 \n",
       "  1459.32,876.668 1460.01,876.668 1460.7,876.668 1461.38,876.312 1462.07,876.312 1462.76,875.6 1463.45,874.176 1464.13,874.176 1464.82,874.176 1465.51,874.176 \n",
       "  1466.19,874.176 1466.88,874.176 1467.57,874.176 1468.26,874.176 1468.94,874.176 1469.63,874.176 1470.32,874.176 1471.01,873.464 1471.69,873.464 1472.38,873.108 \n",
       "  1473.07,873.108 1473.75,873.108 1474.44,872.752 1475.13,872.04 1475.82,871.684 1476.5,871.684 1477.19,871.684 1477.88,871.328 1478.57,870.972 1479.25,870.972 \n",
       "  1479.94,870.972 1480.63,870.972 1481.31,870.616 1482,870.616 1482.69,870.616 1483.38,870.259 1484.06,870.259 1484.75,869.903 1485.44,869.547 1486.13,869.547 \n",
       "  1486.81,869.547 1487.5,869.191 1488.19,868.479 1488.87,868.123 1489.56,868.123 1490.25,868.123 1490.94,868.123 1491.62,867.411 1492.31,867.055 1493,867.055 \n",
       "  1493.68,867.055 1494.37,867.055 1495.06,866.699 1495.75,866.343 1496.43,865.987 1497.12,865.987 1497.81,865.987 1498.5,865.987 1499.18,865.987 1499.87,865.631 \n",
       "  1500.56,865.275 1501.24,864.919 1501.93,864.919 1502.62,864.207 1503.31,864.207 1503.99,863.85 1504.68,863.85 1505.37,863.85 1506.06,863.494 1506.74,862.782 \n",
       "  1507.43,862.782 1508.12,862.782 1508.8,862.426 1509.49,862.426 1510.18,862.426 1510.87,862.426 1511.55,862.426 1512.24,862.07 1512.93,861.714 1513.62,861.714 \n",
       "  1514.3,861.002 1514.99,861.002 1515.68,860.646 1516.36,860.646 1517.05,860.646 1517.74,860.29 1518.43,860.29 1519.11,860.29 1519.8,859.578 1520.49,859.222 \n",
       "  1521.18,859.222 1521.86,858.866 1522.55,858.51 1523.24,858.51 1523.92,858.154 1524.61,858.154 1525.3,858.154 1525.99,858.154 1526.67,857.798 1527.36,857.798 \n",
       "  1528.05,857.441 1528.73,857.441 1529.42,857.085 1530.11,857.085 1530.8,857.085 1531.48,856.373 1532.17,856.373 1532.86,856.017 1533.55,855.661 1534.23,855.305 \n",
       "  1534.92,854.949 1535.61,854.949 1536.29,854.949 1536.98,854.949 1537.67,854.593 1538.36,854.593 1539.04,854.593 1539.73,854.593 1540.42,853.881 1541.11,853.881 \n",
       "  1541.79,853.525 1542.48,853.525 1543.17,853.525 1543.85,853.169 1544.54,853.169 1545.23,853.169 1545.92,853.169 1546.6,852.101 1547.29,851.745 1547.98,851.745 \n",
       "  1548.67,851.032 1549.35,851.032 1550.04,851.032 1550.73,850.676 1551.41,850.676 1552.1,850.676 1552.79,850.32 1553.48,850.32 1554.16,849.608 1554.85,849.252 \n",
       "  1555.54,849.252 1556.23,849.252 1556.91,849.252 1557.6,849.252 1558.29,849.252 1558.97,848.54 1559.66,848.54 1560.35,848.184 1561.04,848.184 1561.72,848.184 \n",
       "  1562.41,847.828 1563.1,847.472 1563.79,847.472 1564.47,847.116 1565.16,847.116 1565.85,846.76 1566.53,846.76 1567.22,845.692 1567.91,845.692 1568.6,845.692 \n",
       "  1569.28,845.336 1569.97,845.336 1570.66,845.336 1571.34,844.98 1572.03,844.98 1572.72,844.623 1573.41,844.623 1574.09,844.623 1574.78,844.623 1575.47,844.267 \n",
       "  1576.16,844.267 1576.84,843.555 1577.53,843.555 1578.22,842.487 1578.9,842.131 1579.59,842.131 1580.28,842.131 1580.97,841.775 1581.65,841.775 1582.34,841.775 \n",
       "  1583.03,841.775 1583.72,841.419 1584.4,841.063 1585.09,841.063 1585.78,840.707 1586.46,840.351 1587.15,840.351 1587.84,840.351 1588.53,840.351 1589.21,840.351 \n",
       "  1589.9,839.995 1590.59,839.283 1591.28,838.927 1591.96,838.927 1592.65,838.927 1593.34,838.214 1594.02,838.214 1594.71,838.214 1595.4,838.214 1596.09,837.502 \n",
       "  1596.77,837.146 1597.46,836.79 1598.15,836.434 1598.84,836.434 1599.52,836.434 1600.21,836.434 1600.9,836.434 1601.58,836.078 1602.27,836.078 1602.96,836.078 \n",
       "  1603.65,836.078 1604.33,835.722 1605.02,835.01 1605.71,835.01 1606.39,835.01 1607.08,834.298 1607.77,833.942 1608.46,833.586 1609.14,833.23 1609.83,833.23 \n",
       "  1610.52,833.23 1611.21,832.874 1611.89,832.874 1612.58,832.874 1613.27,832.162 1613.95,832.162 1614.64,832.162 1615.33,832.162 1616.02,832.162 1616.7,831.805 \n",
       "  1617.39,831.449 1618.08,831.093 1618.77,830.737 1619.45,830.737 1620.14,830.737 1620.83,830.381 1621.51,829.669 1622.2,829.669 1622.89,829.669 1623.58,829.669 \n",
       "  1624.26,829.669 1624.95,829.313 1625.64,828.601 1626.33,828.601 1627.01,828.601 1627.7,828.601 1628.39,828.245 1629.07,827.889 1629.76,827.889 1630.45,827.177 \n",
       "  1631.14,826.821 1631.82,826.821 1632.51,826.821 1633.2,826.465 1633.89,826.109 1634.57,826.109 1635.26,826.109 1635.95,826.109 1636.63,825.753 1637.32,825.753 \n",
       "  1638.01,825.396 1638.7,825.396 1639.38,825.396 1640.07,825.396 1640.76,824.684 1641.45,824.684 1642.13,824.684 1642.82,823.972 1643.51,823.972 1644.19,823.616 \n",
       "  1644.88,822.904 1645.57,822.548 1646.26,822.548 1646.94,822.548 1647.63,821.836 1648.32,821.836 1649,821.836 1649.69,821.836 1650.38,821.836 1651.07,821.836 \n",
       "  1651.75,821.836 1652.44,821.836 1653.13,821.48 1653.82,821.124 1654.5,821.124 1655.19,820.768 1655.88,820.768 1656.56,820.768 1657.25,820.056 1657.94,819.7 \n",
       "  1658.63,819.344 1659.31,819.344 1660,818.987 1660.69,818.987 1661.38,818.987 1662.06,818.275 1662.75,818.275 1663.44,818.275 1664.12,817.919 1664.81,817.919 \n",
       "  1665.5,817.919 1666.19,817.919 1666.87,817.207 1667.56,817.207 1668.25,817.207 1668.94,816.495 1669.62,816.495 1670.31,816.495 1671,816.139 1671.68,816.139 \n",
       "  1672.37,815.427 1673.06,815.427 1673.75,815.071 1674.43,815.071 1675.12,815.071 1675.81,814.715 1676.5,814.715 1677.18,814.715 1677.87,814.715 1678.56,814.715 \n",
       "  1679.24,814.359 1679.93,813.647 1680.62,813.647 1681.31,812.935 1681.99,812.578 1682.68,812.222 1683.37,812.222 1684.05,812.222 1684.74,811.51 1685.43,811.51 \n",
       "  1686.12,811.154 1686.8,811.154 1687.49,811.154 1688.18,811.154 1688.87,811.154 1689.55,811.154 1690.24,811.154 1690.93,810.798 1691.61,810.442 1692.3,810.442 \n",
       "  1692.99,810.086 1693.68,810.086 1694.36,810.086 1695.05,809.374 1695.74,809.374 1696.43,808.662 1697.11,808.662 1697.8,807.95 1698.49,807.594 1699.17,807.238 \n",
       "  1699.86,807.238 1700.55,807.238 1701.24,807.238 1701.92,806.882 1702.61,806.882 1703.3,806.882 1703.99,806.882 1704.67,806.882 1705.36,806.526 1706.05,806.526 \n",
       "  1706.73,806.526 1707.42,806.526 1708.11,806.169 1708.8,805.101 1709.48,804.389 1710.17,804.033 1710.86,804.033 1711.55,804.033 1712.23,804.033 1712.92,803.321 \n",
       "  1713.61,802.965 1714.29,802.965 1714.98,802.965 1715.67,802.965 1716.36,802.965 1717.04,802.965 1717.73,802.609 1718.42,802.609 1719.11,802.609 1719.79,802.609 \n",
       "  1720.48,802.609 1721.17,802.609 1721.85,801.541 1722.54,801.185 1723.23,800.117 1723.92,800.117 1724.6,800.117 1725.29,799.404 1725.98,799.048 1726.66,799.048 \n",
       "  1727.35,799.048 1728.04,799.048 1728.73,798.692 1729.41,798.692 1730.1,798.336 1730.79,798.336 1731.48,798.336 1732.16,798.336 1732.85,797.98 1733.54,797.98 \n",
       "  1734.22,797.624 1734.91,797.268 1735.6,796.912 1736.29,796.912 1736.97,796.912 1737.66,796.912 1738.35,796.2 1739.04,795.488 1739.72,795.488 1740.41,795.488 \n",
       "  1741.1,795.488 1741.78,795.488 1742.47,795.132 1743.16,794.776 1743.85,794.42 1744.53,794.42 1745.22,793.708 1745.91,793.351 1746.6,793.351 1747.28,792.995 \n",
       "  1747.97,792.995 1748.66,792.995 1749.34,792.995 1750.03,792.639 1750.72,792.639 1751.41,792.639 1752.09,792.639 1752.78,791.927 1753.47,791.927 1754.16,791.927 \n",
       "  1754.84,791.927 1755.53,791.927 1756.22,791.571 1756.9,791.215 1757.59,790.503 1758.28,789.791 1758.97,789.435 1759.65,789.079 1760.34,789.079 1761.03,788.723 \n",
       "  1761.72,788.723 1762.4,788.723 1763.09,788.723 1763.78,788.723 1764.46,788.723 1765.15,788.367 1765.84,788.367 1766.53,788.367 1767.21,788.367 1767.9,788.367 \n",
       "  1768.59,787.655 1769.27,787.299 1769.96,786.942 1770.65,786.586 1771.34,786.586 1772.02,786.586 1772.71,785.874 1773.4,785.518 1774.09,784.806 1774.77,784.806 \n",
       "  1775.46,784.806 1776.15,784.806 1776.83,784.806 1777.52,784.45 1778.21,784.45 1778.9,784.45 1779.58,784.45 1780.27,784.094 1780.96,783.382 1781.65,783.382 \n",
       "  1782.33,783.382 1783.02,783.026 1783.71,783.026 1784.39,783.026 1785.08,783.026 1785.77,782.67 1786.46,782.314 1787.14,782.314 1787.83,782.314 1788.52,781.602 \n",
       "  1789.21,780.89 1789.89,780.89 1790.58,780.89 1791.27,780.533 1791.95,780.177 1792.64,780.177 1793.33,779.821 1794.02,779.465 1794.7,779.465 1795.39,779.109 \n",
       "  1796.08,779.109 1796.77,779.109 1797.45,778.753 1798.14,778.397 1798.83,778.397 1799.51,778.397 1800.2,778.397 1800.89,778.041 1801.58,777.685 1802.26,777.685 \n",
       "  1802.95,777.685 1803.64,777.685 1804.32,776.973 1805.01,775.905 1805.7,775.905 1806.39,775.549 1807.07,775.549 1807.76,775.549 1808.45,775.549 1809.14,775.193 \n",
       "  1809.82,774.837 1810.51,774.837 1811.2,774.837 1811.88,774.481 1812.57,774.481 1813.26,774.124 1813.95,774.124 1814.63,774.124 1815.32,774.124 1816.01,773.768 \n",
       "  1816.7,773.412 1817.38,773.056 1818.07,772.7 1818.76,772.7 1819.44,771.988 1820.13,771.988 1820.82,771.988 1821.51,771.276 1822.19,771.276 1822.88,771.276 \n",
       "  1823.57,770.92 1824.26,770.564 1824.94,770.564 1825.63,770.564 1826.32,770.208 1827,769.852 1827.69,769.852 1828.38,769.852 1829.07,769.496 1829.75,769.14 \n",
       "  1830.44,769.14 1831.13,768.784 1831.82,768.428 1832.5,768.428 1833.19,768.428 1833.88,768.072 1834.56,768.072 1835.25,768.072 1835.94,767.359 1836.63,766.647 \n",
       "  1837.31,766.291 1838,766.291 1838.69,765.935 1839.38,765.935 1840.06,765.935 1840.75,765.935 1841.44,765.579 1842.12,765.579 1842.81,765.223 1843.5,765.223 \n",
       "  1844.19,765.223 1844.87,764.867 1845.56,764.511 1846.25,764.511 1846.93,764.511 1847.62,764.155 1848.31,763.443 1849,763.443 1849.68,763.443 1850.37,763.087 \n",
       "  1851.06,762.375 1851.75,762.019 1852.43,762.019 1853.12,762.019 1853.81,762.019 1854.49,762.019 1855.18,762.019 1855.87,761.306 1856.56,761.306 1857.24,761.306 \n",
       "  1857.93,761.306 1858.62,761.306 1859.31,760.95 1859.99,760.594 1860.68,759.882 1861.37,759.882 1862.05,759.17 1862.74,759.17 1863.43,758.814 1864.12,758.814 \n",
       "  1864.8,758.814 1865.49,758.814 1866.18,758.458 1866.87,758.458 1867.55,758.102 1868.24,757.39 1868.93,757.39 1869.61,757.39 1870.3,757.39 1870.99,757.39 \n",
       "  1871.68,757.39 1872.36,757.034 1873.05,755.966 1873.74,755.966 1874.43,755.61 1875.11,755.61 1875.8,754.897 1876.49,754.897 1877.17,754.541 1877.86,754.541 \n",
       "  1878.55,754.541 1879.24,754.185 1879.92,754.185 1880.61,753.829 1881.3,753.473 1881.98,753.473 1882.67,753.473 1883.36,753.473 1884.05,753.473 1884.73,753.473 \n",
       "  1885.42,753.117 1886.11,753.117 1886.8,752.761 1887.48,752.405 1888.17,751.693 1888.86,751.693 1889.54,750.981 1890.23,750.981 1890.92,750.625 1891.61,750.269 \n",
       "  1892.29,749.557 1892.98,749.557 1893.67,749.201 1894.36,749.201 1895.04,749.201 1895.73,749.201 1896.42,749.201 1897.1,749.201 1897.79,748.845 1898.48,748.488 \n",
       "  1899.17,748.488 1899.85,748.488 1900.54,748.132 1901.23,748.132 1901.92,747.776 1902.6,747.42 1903.29,746.352 1903.98,746.352 1904.66,745.996 1905.35,745.996 \n",
       "  1906.04,745.64 1906.73,744.928 1907.41,744.928 1908.1,744.928 1908.79,744.928 1909.48,744.928 1910.16,744.928 1910.85,744.928 1911.54,744.572 1912.22,744.572 \n",
       "  1912.91,744.216 1913.6,744.216 1914.29,744.216 1914.97,743.504 1915.66,743.148 1916.35,742.792 1917.04,742.436 1917.72,742.436 1918.41,742.079 1919.1,741.367 \n",
       "  1919.78,741.367 1920.47,741.011 1921.16,741.011 1921.85,740.655 1922.53,740.655 1923.22,740.299 1923.91,740.299 1924.59,740.299 1925.28,739.943 1925.97,739.943 \n",
       "  1926.66,739.943 1927.34,739.587 1928.03,739.231 1928.72,738.519 1929.41,738.519 1930.09,738.519 1930.78,738.163 1931.47,737.807 1932.15,737.451 1932.84,737.451 \n",
       "  1933.53,737.451 1934.22,737.095 1934.9,736.739 1935.59,736.383 1936.28,736.383 1936.97,736.383 1937.65,736.027 1938.34,735.67 1939.03,735.314 1939.71,734.958 \n",
       "  1940.4,734.958 1941.09,734.958 1941.78,734.246 1942.46,734.246 1943.15,733.89 1943.84,733.89 1944.53,733.178 1945.21,733.178 1945.9,733.178 1946.59,733.178 \n",
       "  1947.27,733.178 1947.96,733.178 1948.65,732.822 1949.34,732.822 1950.02,732.466 1950.71,732.11 1951.4,732.11 1952.09,731.754 1952.77,730.686 1953.46,730.686 \n",
       "  1954.15,729.974 1954.83,729.974 1955.52,729.618 1956.21,729.618 1956.9,728.905 1957.58,728.905 1958.27,728.905 1958.96,728.905 1959.64,728.549 1960.33,728.549 \n",
       "  1961.02,728.549 1961.71,728.193 1962.39,728.193 1963.08,728.193 1963.77,727.837 1964.46,727.481 1965.14,726.769 1965.83,726.769 1966.52,726.769 1967.2,726.413 \n",
       "  1967.89,725.701 1968.58,725.701 1969.27,725.345 1969.95,725.345 1970.64,724.633 1971.33,724.277 1972.02,724.277 1972.7,723.921 1973.39,723.921 1974.08,723.921 \n",
       "  1974.76,723.921 1975.45,723.921 1976.14,723.565 1976.83,723.565 1977.51,723.565 1978.2,723.565 1978.89,723.565 1979.58,722.14 1980.26,722.14 1980.95,722.14 \n",
       "  1981.64,721.428 1982.32,721.428 1983.01,721.072 1983.7,721.072 1984.39,720.004 1985.07,719.648 1985.76,719.648 1986.45,719.648 1987.14,719.648 1987.82,719.648 \n",
       "  1988.51,719.648 1989.2,719.292 1989.88,719.292 1990.57,719.292 1991.26,718.224 1991.95,717.868 1992.63,717.868 1993.32,717.868 1994.01,717.156 1994.7,717.156 \n",
       "  1995.38,717.156 1996.07,717.156 1996.76,716.443 1997.44,716.087 1998.13,716.087 1998.82,716.087 1999.51,716.087 2000.19,715.731 2000.88,715.731 2001.57,715.375 \n",
       "  2002.25,714.663 2002.94,714.307 2003.63,714.307 2004.32,713.951 2005,713.595 2005.69,713.239 2006.38,712.883 2007.07,712.883 2007.75,712.883 2008.44,712.883 \n",
       "  2009.13,712.883 2009.81,712.883 2010.5,711.815 2011.19,711.459 2011.88,711.459 2012.56,711.459 2013.25,711.103 2013.94,711.103 2014.63,710.747 2015.31,710.391 \n",
       "  2016,710.034 2016.69,709.678 2017.37,709.322 2018.06,709.322 2018.75,708.61 2019.44,708.61 2020.12,708.61 2020.81,708.61 2021.5,708.61 2022.19,708.254 \n",
       "  2022.87,707.898 2023.56,707.898 2024.25,707.186 2024.93,707.186 2025.62,706.83 2026.31,706.83 2027,706.474 2027.68,706.474 2028.37,706.474 2029.06,706.474 \n",
       "  2029.75,704.694 2030.43,704.694 2031.12,704.338 2031.81,704.338 2032.49,704.338 2033.18,703.982 2033.87,703.982 2034.56,703.982 2035.24,703.625 2035.93,703.625 \n",
       "  2036.62,703.269 2037.31,702.913 2037.99,702.913 2038.68,702.913 2039.37,702.913 2040.05,702.201 2040.74,701.845 2041.43,701.489 2042.12,701.133 2042.8,701.133 \n",
       "  2043.49,700.421 2044.18,699.709 2044.86,699.709 2045.55,699.709 2046.24,699.709 2046.93,699.709 2047.61,699.353 2048.3,699.353 2048.99,699.353 2049.68,699.353 \n",
       "  2050.36,698.997 2051.05,698.641 2051.74,698.641 2052.42,698.285 2053.11,697.216 2053.8,697.216 2054.49,696.86 2055.17,696.504 2055.86,696.504 2056.55,696.148 \n",
       "  2057.24,695.792 2057.92,695.436 2058.61,695.436 2059.3,695.08 2059.98,695.08 2060.67,695.08 2061.36,695.08 2062.05,695.08 2062.73,695.08 2063.42,694.724 \n",
       "  2064.11,694.368 2064.8,694.012 2065.48,693.656 2066.17,692.944 2066.86,692.588 2067.54,692.588 2068.23,692.232 2068.92,691.52 2069.61,691.52 2070.29,691.164 \n",
       "  2070.98,691.164 2071.67,691.164 2072.36,690.807 2073.04,690.807 2073.73,690.807 2074.42,690.807 2075.1,690.807 2075.79,690.451 2076.48,690.451 2077.17,690.451 \n",
       "  2077.85,690.451 2078.54,690.451 2079.23,689.383 2079.91,688.315 2080.6,688.315 2081.29,687.959 2081.98,687.959 2082.66,687.959 2083.35,687.603 2084.04,687.247 \n",
       "  2084.73,687.247 2085.41,687.247 2086.1,686.891 2086.79,686.891 2087.47,686.891 2088.16,686.891 2088.85,686.535 2089.54,686.179 2090.22,685.823 2090.91,685.467 \n",
       "  2091.6,685.111 2092.29,684.398 2092.97,684.042 2093.66,683.686 2094.35,683.686 2095.03,683.686 2095.72,683.33 2096.41,682.974 2097.1,682.974 2097.78,682.974 \n",
       "  2098.47,682.974 2099.16,682.974 2099.85,682.618 2100.53,682.618 2101.22,682.262 2101.91,682.262 2102.59,682.262 2103.28,682.262 2103.97,681.55 2104.66,681.194 \n",
       "  2105.34,680.838 2106.03,680.838 2106.72,680.126 2107.41,680.126 2108.09,680.126 2108.78,679.414 2109.47,679.058 2110.15,678.702 2110.84,678.702 2111.53,678.702 \n",
       "  2112.22,678.702 2112.9,678.702 2113.59,678.702 2114.28,678.702 2114.97,678.702 2115.65,678.702 2116.34,677.633 2117.03,677.633 2117.71,677.277 2118.4,676.921 \n",
       "  2119.09,676.921 2119.78,676.209 2120.46,676.209 2121.15,676.209 2121.84,675.853 2122.52,675.141 2123.21,675.141 2123.9,675.141 2124.59,675.141 2125.27,675.141 \n",
       "  2125.96,674.785 2126.65,674.785 2127.34,674.429 2128.02,674.429 2128.71,673.717 2129.4,673.717 2130.08,673.361 2130.77,673.005 2131.46,672.649 2132.15,671.937 \n",
       "  2132.83,671.937 2133.52,671.937 2134.21,671.58 2134.9,671.58 2135.58,671.224 2136.27,671.224 2136.96,671.224 2137.64,671.224 2138.33,670.512 2139.02,670.512 \n",
       "  2139.71,670.156 2140.39,670.156 2141.08,670.156 2141.77,669.8 2142.46,669.444 2143.14,669.444 2143.83,668.376 2144.52,668.376 2145.2,668.02 2145.89,668.02 \n",
       "  2146.58,668.02 2147.27,667.664 2147.95,667.308 2148.64,666.952 2149.33,666.952 2150.02,666.952 2150.7,666.24 2151.39,666.24 2152.08,665.884 2152.76,665.884 \n",
       "  2153.45,665.528 2154.14,665.528 2154.83,664.815 2155.51,664.815 2156.2,664.815 2156.89,664.815 2157.57,664.459 2158.26,664.459 2158.95,664.459 2159.64,664.103 \n",
       "  2160.32,663.747 2161.01,663.747 2161.7,663.035 2162.39,663.035 2163.07,663.035 2163.76,662.323 2164.45,662.323 2165.13,661.611 2165.82,661.611 2166.51,660.899 \n",
       "  2167.2,660.899 2167.88,660.899 2168.57,660.899 2169.26,660.543 2169.95,660.543 2170.63,660.543 2171.32,660.543 2172.01,659.831 2172.69,659.475 2173.38,659.475 \n",
       "  2174.07,659.119 2174.76,658.762 2175.44,658.406 2176.13,658.406 2176.82,658.406 2177.51,656.982 2178.19,656.982 2178.88,656.982 2179.57,656.982 2180.25,656.626 \n",
       "  2180.94,656.27 2181.63,656.27 2182.32,656.27 2183,656.27 2183.69,656.27 2184.38,655.558 2185.07,655.558 2185.75,655.202 2186.44,654.134 2187.13,654.134 \n",
       "  2187.81,654.134 2188.5,654.134 2189.19,654.134 2189.88,653.778 2190.56,653.422 2191.25,653.422 2191.94,653.066 2192.63,652.71 2193.31,652.71 2194,652.71 \n",
       "  2194.69,651.997 2195.37,651.997 2196.06,651.997 2196.75,651.285 2197.44,650.929 2198.12,650.929 2198.81,650.573 2199.5,650.573 2200.18,650.573 2200.87,650.217 \n",
       "  2201.56,649.861 2202.25,649.861 2202.93,649.149 2203.62,649.149 2204.31,648.793 2205,648.793 2205.68,648.793 2206.37,648.793 2207.06,648.437 2207.74,648.437 \n",
       "  2208.43,648.081 2209.12,647.725 2209.81,647.369 2210.49,647.369 2211.18,647.369 2211.87,646.301 2212.56,646.301 2213.24,646.301 2213.93,645.944 2214.62,645.944 \n",
       "  2215.3,645.944 2215.99,645.232 2216.68,645.232 2217.37,645.232 2218.05,644.876 2218.74,644.52 2219.43,644.164 2220.12,644.164 2220.8,643.808 2221.49,643.808 \n",
       "  2222.18,643.452 2222.86,642.384 2223.55,642.384 2224.24,642.384 2224.93,642.384 2225.61,641.672 2226.3,641.672 2226.99,641.672 2227.68,641.672 2228.36,641.672 \n",
       "  2229.05,641.316 2229.74,640.96 2230.42,640.96 2231.11,640.248 2231.8,640.248 2232.49,640.248 2233.17,639.892 2233.86,639.535 2234.55,639.179 2235.23,639.179 \n",
       "  2235.92,638.823 2236.61,638.467 2237.3,638.111 2237.98,637.755 2238.67,637.755 2239.36,637.399 2240.05,637.043 2240.73,637.043 2241.42,637.043 2242.11,636.687 \n",
       "  2242.79,636.687 2243.48,636.687 2244.17,636.331 2244.86,635.975 2245.54,635.619 2246.23,634.907 2246.92,634.907 2247.61,634.551 2248.29,634.195 2248.98,634.195 \n",
       "  2249.67,633.483 2250.35,633.483 2251.04,633.483 2251.73,633.126 2252.42,633.126 2253.1,633.126 2253.79,633.126 2254.48,633.126 2255.17,632.77 2255.85,632.77 \n",
       "  2256.54,632.414 2257.23,631.702 2257.91,631.346 2258.6,630.99 2259.29,630.634 2259.98,630.278 2260.66,629.566 2261.35,629.566 2262.04,629.566 2262.73,629.566 \n",
       "  2263.41,629.21 2264.1,629.21 2264.79,629.21 2265.47,628.854 2266.16,628.854 2266.85,628.854 2267.54,628.854 2268.22,628.854 2268.91,628.142 2269.6,627.786 \n",
       "  2270.29,627.074 2270.97,626.717 2271.66,626.361 2272.35,626.005 2273.03,626.005 2273.72,626.005 2274.41,625.649 2275.1,625.649 2275.78,625.649 2276.47,625.293 \n",
       "  2277.16,624.937 2277.84,624.937 2278.53,624.937 2279.22,624.581 2279.91,623.869 2280.59,623.513 2281.28,623.157 2281.97,622.801 2282.66,622.089 2283.34,622.089 \n",
       "  2284.03,622.089 2284.72,622.089 2285.4,621.733 2286.09,621.733 2286.78,621.733 2287.47,621.733 2288.15,621.377 2288.84,621.377 2289.53,621.377 2290.22,621.377 \n",
       "  2290.9,621.021 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip8702)\" style=\"stroke:#e26f46; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  229.132,1446.71 229.82,1446.71 230.507,1446.71 231.194,1446.71 231.881,1446.71 232.569,1446.71 233.256,1446.71 233.943,1446.71 234.63,1446.71 235.318,1446.71 \n",
       "  236.005,1446.71 236.692,1446.71 237.379,1446.71 238.067,1446.71 238.754,1446.71 239.441,1446.71 240.128,1446.71 240.816,1446.71 241.503,1446.71 242.19,1446.71 \n",
       "  242.877,1446.71 243.565,1446.71 244.252,1446.71 244.939,1446.71 245.626,1446.71 246.314,1446.71 247.001,1446.71 247.688,1446.71 248.375,1446.71 249.063,1446.71 \n",
       "  249.75,1446.71 250.437,1446.71 251.124,1446.71 251.812,1446.71 252.499,1446.71 253.186,1446.71 253.874,1446.71 254.561,1446.71 255.248,1446.71 255.935,1446.71 \n",
       "  256.623,1446.71 257.31,1446.71 257.997,1446.71 258.684,1446.71 259.372,1446.71 260.059,1446.71 260.746,1446.71 261.433,1446.71 262.121,1446.71 262.808,1446.71 \n",
       "  263.495,1446.71 264.182,1446.71 264.87,1446.71 265.557,1446.71 266.244,1446.71 266.931,1446.71 267.619,1446.71 268.306,1446.71 268.993,1446.71 269.68,1446.71 \n",
       "  270.368,1446.71 271.055,1446.71 271.742,1446.71 272.429,1446.71 273.117,1446.71 273.804,1446.71 274.491,1446.71 275.178,1446.71 275.866,1446.71 276.553,1446.71 \n",
       "  277.24,1446.71 277.927,1446.71 278.615,1446.71 279.302,1446.71 279.989,1446.36 280.677,1446.36 281.364,1446.36 282.051,1446.36 282.738,1446.36 283.426,1446.36 \n",
       "  284.113,1446.36 284.8,1446.36 285.487,1446.36 286.175,1446.36 286.862,1446.36 287.549,1446.36 288.236,1446.36 288.924,1446.36 289.611,1446.36 290.298,1446.36 \n",
       "  290.985,1446.36 291.673,1446 292.36,1446 293.047,1446 293.734,1446 294.422,1445.65 295.109,1445.65 295.796,1445.65 296.483,1445.65 297.171,1445.65 \n",
       "  297.858,1445.65 298.545,1445.65 299.232,1445.65 299.92,1445.65 300.607,1445.65 301.294,1445.65 301.981,1445.65 302.669,1445.65 303.356,1445.65 304.043,1445.65 \n",
       "  304.731,1445.65 305.418,1445.65 306.105,1445.65 306.792,1445.65 307.48,1445.65 308.167,1445.65 308.854,1445.65 309.541,1445.65 310.229,1445.65 310.916,1445.65 \n",
       "  311.603,1445.65 312.29,1445.29 312.978,1445.29 313.665,1445.29 314.352,1444.93 315.039,1444.93 315.727,1444.93 316.414,1444.93 317.101,1444.93 317.788,1444.93 \n",
       "  318.476,1444.93 319.163,1444.93 319.85,1444.93 320.537,1444.93 321.225,1444.93 321.912,1444.93 322.599,1444.93 323.286,1444.93 323.974,1444.93 324.661,1444.93 \n",
       "  325.348,1444.93 326.035,1444.93 326.723,1444.93 327.41,1444.93 328.097,1444.93 328.785,1444.93 329.472,1444.93 330.159,1444.22 330.846,1444.22 331.534,1444.22 \n",
       "  332.221,1444.22 332.908,1443.87 333.595,1443.87 334.283,1443.87 334.97,1443.87 335.657,1443.87 336.344,1443.87 337.032,1443.87 337.719,1443.87 338.406,1443.51 \n",
       "  339.093,1443.51 339.781,1443.51 340.468,1443.51 341.155,1443.51 341.842,1443.51 342.53,1443.51 343.217,1443.51 343.904,1443.51 344.591,1443.51 345.279,1443.15 \n",
       "  345.966,1443.15 346.653,1443.15 347.34,1443.15 348.028,1443.15 348.715,1443.15 349.402,1443.15 350.089,1443.15 350.777,1443.15 351.464,1443.15 352.151,1443.15 \n",
       "  352.838,1442.8 353.526,1442.8 354.213,1442.8 354.9,1442.8 355.588,1442.8 356.275,1442.44 356.962,1442.44 357.649,1442.44 358.337,1441.73 359.024,1441.73 \n",
       "  359.711,1441.37 360.398,1441.37 361.086,1441.37 361.773,1441.37 362.46,1441.37 363.147,1441.02 363.835,1441.02 364.522,1441.02 365.209,1441.02 365.896,1441.02 \n",
       "  366.584,1440.66 367.271,1439.95 367.958,1439.59 368.645,1439.59 369.333,1439.59 370.02,1439.59 370.707,1439.59 371.394,1439.59 372.082,1439.24 372.769,1439.24 \n",
       "  373.456,1439.24 374.143,1438.88 374.831,1438.52 375.518,1438.52 376.205,1438.52 376.892,1438.17 377.58,1438.17 378.267,1437.81 378.954,1437.81 379.642,1437.81 \n",
       "  380.329,1437.81 381.016,1437.81 381.703,1437.81 382.391,1437.81 383.078,1437.1 383.765,1437.1 384.452,1436.74 385.14,1436.39 385.827,1436.03 386.514,1435.68 \n",
       "  387.201,1435.68 387.889,1435.68 388.576,1435.68 389.263,1435.32 389.95,1434.61 390.638,1434.61 391.325,1434.61 392.012,1433.9 392.699,1433.9 393.387,1433.54 \n",
       "  394.074,1433.54 394.761,1433.54 395.448,1433.54 396.136,1433.54 396.823,1433.18 397.51,1432.83 398.197,1432.83 398.885,1432.12 399.572,1431.76 400.259,1431.05 \n",
       "  400.946,1431.05 401.634,1431.05 402.321,1430.69 403.008,1430.69 403.695,1430.69 404.383,1430.33 405.07,1429.62 405.757,1428.55 406.445,1428.55 407.132,1428.55 \n",
       "  407.819,1428.55 408.506,1427.84 409.194,1427.49 409.881,1427.49 410.568,1427.13 411.255,1427.13 411.943,1426.77 412.63,1425.35 413.317,1425.35 414.004,1424.99 \n",
       "  414.692,1424.99 415.379,1424.99 416.066,1424.99 416.753,1424.28 417.441,1424.28 418.128,1423.57 418.815,1423.57 419.502,1423.57 420.19,1422.86 420.877,1421.43 \n",
       "  421.564,1420.72 422.251,1420.72 422.939,1420.72 423.626,1420.72 424.313,1420.72 425,1420.72 425.688,1420.72 426.375,1420.01 427.062,1419.3 427.749,1418.59 \n",
       "  428.437,1417.52 429.124,1417.52 429.811,1417.52 430.499,1417.16 431.186,1416.45 431.873,1416.09 432.56,1416.09 433.248,1415.38 433.935,1415.02 434.622,1413.24 \n",
       "  435.309,1413.24 435.997,1412.89 436.684,1412.89 437.371,1412.18 438.058,1411.82 438.746,1411.82 439.433,1411.46 440.12,1411.11 440.807,1410.4 441.495,1409.33 \n",
       "  442.182,1408.97 442.869,1408.97 443.556,1408.62 444.244,1407.55 444.931,1407.55 445.618,1407.55 446.305,1407.55 446.993,1407.55 447.68,1406.84 448.367,1405.77 \n",
       "  449.054,1404.7 449.742,1404.34 450.429,1404.34 451.116,1403.63 451.803,1403.27 452.491,1402.56 453.178,1402.56 453.865,1402.56 454.553,1402.21 455.24,1401.85 \n",
       "  455.927,1400.78 456.614,1400.43 457.302,1400.43 457.989,1399.36 458.676,1399 459.363,1398.29 460.051,1398.29 460.738,1397.93 461.425,1397.58 462.112,1396.87 \n",
       "  462.8,1395.8 463.487,1395.8 464.174,1395.09 464.861,1394.02 465.549,1393.31 466.236,1392.95 466.923,1392.24 467.61,1391.88 468.298,1391.88 468.985,1390.46 \n",
       "  469.672,1389.74 470.359,1389.74 471.047,1388.68 471.734,1388.32 472.421,1387.96 473.108,1387.61 473.796,1387.25 474.483,1386.9 475.17,1385.83 475.857,1384.4 \n",
       "  476.545,1383.69 477.232,1383.34 477.919,1381.56 478.606,1380.49 479.294,1380.13 479.981,1380.13 480.668,1380.13 481.356,1379.42 482.043,1378.35 482.73,1377.28 \n",
       "  483.417,1376.93 484.105,1376.57 484.792,1374.79 485.479,1374.08 486.166,1373.72 486.854,1372.65 487.541,1372.65 488.228,1371.94 488.915,1371.23 489.603,1370.87 \n",
       "  490.29,1370.52 490.977,1369.81 491.664,1368.38 492.352,1367.31 493.039,1365.89 493.726,1364.82 494.413,1364.11 495.101,1363.75 495.788,1363.4 496.475,1363.04 \n",
       "  497.162,1361.97 497.85,1361.97 498.537,1360.9 499.224,1359.84 499.911,1358.41 500.599,1358.06 501.286,1356.63 501.973,1356.63 502.66,1356.28 503.348,1356.28 \n",
       "  504.035,1354.5 504.722,1354.5 505.41,1353.43 506.097,1351.65 506.784,1349.87 507.471,1349.15 508.159,1348.44 508.846,1348.09 509.533,1347.73 510.22,1347.37 \n",
       "  510.908,1346.31 511.595,1345.95 512.282,1345.95 512.969,1345.24 513.657,1343.1 514.344,1342.03 515.031,1341.32 515.718,1339.9 516.406,1339.54 517.093,1338.83 \n",
       "  517.78,1338.12 518.467,1338.12 519.155,1337.76 519.842,1337.4 520.529,1336.69 521.216,1335.98 521.904,1334.56 522.591,1333.13 523.278,1332.42 523.965,1332.06 \n",
       "  524.653,1331.71 525.34,1330.64 526.027,1329.93 526.714,1329.93 527.402,1329.57 528.089,1328.86 528.776,1327.79 529.464,1326.37 530.151,1325.3 530.838,1323.87 \n",
       "  531.525,1322.81 532.213,1322.09 532.9,1322.09 533.587,1321.38 534.274,1319.96 534.962,1319.96 535.649,1319.25 536.336,1317.82 537.023,1317.11 537.711,1316.04 \n",
       "  538.398,1315.69 539.085,1313.9 539.772,1312.84 540.46,1312.48 541.147,1311.41 541.834,1311.06 542.521,1309.63 543.209,1308.21 543.896,1307.85 544.583,1306.78 \n",
       "  545.27,1306.07 545.958,1305.36 546.645,1304.65 547.332,1303.94 548.019,1302.87 548.707,1302.87 549.394,1301.44 550.081,1300.37 550.768,1298.95 551.456,1297.17 \n",
       "  552.143,1296.81 552.83,1296.1 553.517,1295.75 554.205,1294.32 554.892,1293.25 555.579,1293.25 556.267,1292.19 556.954,1291.47 557.641,1290.41 558.328,1289.69 \n",
       "  559.016,1288.62 559.703,1287.56 560.39,1287.2 561.077,1286.49 561.765,1285.42 562.452,1285.06 563.139,1283.28 563.826,1282.57 564.514,1281.5 565.201,1280.44 \n",
       "  565.888,1279.72 566.575,1278.66 567.263,1277.94 567.95,1277.23 568.637,1276.87 569.324,1275.81 570.012,1275.09 570.699,1274.38 571.386,1272.96 572.073,1271.53 \n",
       "  572.761,1270.11 573.448,1269.4 574.135,1268.69 574.822,1267.97 575.51,1267.62 576.197,1266.91 576.884,1265.48 577.571,1265.13 578.259,1264.41 578.946,1263.7 \n",
       "  579.633,1261.92 580.321,1260.5 581.008,1260.5 581.695,1259.43 582.382,1258 583.07,1258 583.757,1256.94 584.444,1255.87 585.131,1255.16 585.819,1254.09 \n",
       "  586.506,1252.66 587.193,1252.31 587.88,1251.24 588.568,1249.81 589.255,1248.75 589.942,1248.03 590.629,1247.32 591.317,1246.61 592.004,1246.25 592.691,1244.83 \n",
       "  593.378,1243.41 594.066,1243.05 594.753,1242.69 595.44,1240.2 596.127,1239.49 596.815,1238.78 597.502,1237.35 598.189,1236.28 598.876,1236.28 599.564,1235.57 \n",
       "  600.251,1233.79 600.938,1233.44 601.625,1233.08 602.313,1230.94 603,1230.59 603.687,1230.59 604.374,1229.52 605.062,1227.74 605.749,1227.38 606.436,1226.67 \n",
       "  607.124,1225.6 607.811,1224.89 608.498,1223.82 609.185,1222.75 609.873,1221.33 610.56,1220.62 611.247,1220.26 611.934,1219.91 612.622,1219.19 613.309,1217.77 \n",
       "  613.996,1217.06 614.683,1216.35 615.371,1214.92 616.058,1214.21 616.745,1212.78 617.432,1211.72 618.12,1210.65 618.807,1210.29 619.494,1209.58 620.181,1209.22 \n",
       "  620.869,1209.22 621.556,1207.8 622.243,1206.38 622.93,1206.38 623.618,1204.24 624.305,1203.53 624.992,1202.46 625.679,1201.04 626.367,1200.68 627.054,1199.61 \n",
       "  627.741,1199.25 628.428,1198.54 629.116,1198.19 629.803,1197.47 630.49,1195.69 631.178,1194.27 631.865,1193.2 632.552,1192.13 633.239,1191.78 633.927,1190.35 \n",
       "  634.614,1190.35 635.301,1190 635.988,1189.64 636.676,1188.93 637.363,1186.44 638.05,1186.08 638.737,1184.66 639.425,1182.88 640.112,1182.52 640.799,1181.1 \n",
       "  641.486,1180.74 642.174,1180.38 642.861,1179.32 643.548,1178.6 644.235,1177.18 644.923,1176.11 645.61,1175.04 646.297,1173.97 646.984,1172.91 647.672,1172.19 \n",
       "  648.359,1171.84 649.046,1170.77 649.733,1170.77 650.421,1168.99 651.108,1167.57 651.795,1166.85 652.482,1166.5 653.17,1165.07 653.857,1164.36 654.544,1163.29 \n",
       "  655.232,1162.23 655.919,1161.87 656.606,1161.87 657.293,1160.44 657.981,1159.73 658.668,1158.66 659.355,1157.24 660.042,1156.53 660.73,1155.82 661.417,1154.04 \n",
       "  662.104,1152.97 662.791,1152.97 663.479,1152.61 664.166,1151.9 664.853,1151.54 665.54,1150.83 666.228,1149.76 666.915,1148.34 667.602,1146.91 668.289,1145.85 \n",
       "  668.977,1145.13 669.664,1144.78 670.351,1144.07 671.038,1142.64 671.726,1142.29 672.413,1141.57 673.1,1140.86 673.787,1139.79 674.475,1138.73 675.162,1137.66 \n",
       "  675.849,1137.3 676.536,1135.88 677.224,1134.81 677.911,1133.74 678.598,1133.03 679.285,1132.67 679.973,1131.25 680.66,1130.54 681.347,1129.47 682.035,1128.4 \n",
       "  682.722,1128.04 683.409,1126.62 684.096,1125.91 684.784,1124.84 685.471,1124.13 686.158,1123.77 686.845,1122.7 687.533,1121.99 688.22,1120.57 688.907,1119.85 \n",
       "  689.594,1119.5 690.282,1118.07 690.969,1118.07 691.656,1117.01 692.343,1116.29 693.031,1115.23 693.718,1114.16 694.405,1113.45 695.092,1112.02 695.78,1111.67 \n",
       "  696.467,1110.95 697.154,1109.17 697.841,1108.46 698.529,1107.04 699.216,1106.32 699.903,1105.26 700.59,1104.9 701.278,1104.19 701.965,1102.76 702.652,1101.7 \n",
       "  703.339,1100.98 704.027,1100.27 704.714,1099.56 705.401,1098.85 706.089,1097.42 706.776,1096.35 707.463,1096 708.15,1094.93 708.838,1094.22 709.525,1093.15 \n",
       "  710.212,1091.73 710.899,1091.37 711.587,1090.66 712.274,1089.59 712.961,1088.52 713.648,1087.45 714.336,1087.45 715.023,1086.03 715.71,1084.6 716.397,1083.54 \n",
       "  717.085,1082.82 717.772,1081.76 718.459,1081.04 719.146,1080.69 719.834,1079.26 720.521,1078.2 721.208,1077.84 721.895,1076.06 722.583,1074.28 723.27,1073.92 \n",
       "  723.957,1073.57 724.644,1072.14 725.332,1071.43 726.019,1070.36 726.706,1069.29 727.393,1068.23 728.081,1067.87 728.768,1067.51 729.455,1065.73 730.142,1063.95 \n",
       "  730.83,1063.24 731.517,1062.53 732.204,1062.53 732.892,1062.17 733.579,1060.75 734.266,1059.68 734.953,1058.26 735.641,1057.9 736.328,1056.83 737.015,1056.12 \n",
       "  737.702,1055.41 738.39,1054.34 739.077,1052.92 739.764,1052.2 740.451,1050.78 741.139,1050.07 741.826,1049.36 742.513,1048.64 743.2,1047.58 743.888,1046.86 \n",
       "  744.575,1045.79 745.262,1045.44 745.949,1044.01 746.637,1042.95 747.324,1041.88 748.011,1041.17 748.698,1039.74 749.386,1038.32 750.073,1037.25 750.76,1036.54 \n",
       "  751.447,1036.18 752.135,1035.83 752.822,1034.76 753.509,1033.33 754.196,1032.62 754.884,1031.55 755.571,1030.84 756.258,1029.77 756.946,1028.35 757.633,1027.64 \n",
       "  758.32,1026.92 759.007,1025.86 759.695,1025.86 760.382,1024.43 761.069,1024.08 761.756,1023.36 762.444,1021.94 763.131,1021.23 763.818,1020.51 764.505,1018.38 \n",
       "  765.193,1017.31 765.88,1016.95 766.567,1016.24 767.254,1014.82 767.942,1014.11 768.629,1014.11 769.316,1013.04 770.003,1011.61 770.691,1010.19 771.378,1009.12 \n",
       "  772.065,1008.05 772.752,1007.34 773.44,1006.63 774.127,1005.92 774.814,1005.2 775.501,1004.85 776.189,1003.78 776.876,1002.71 777.563,1002 778.25,1001.29 \n",
       "  778.938,999.864 779.625,998.439 780.312,997.015 781,995.235 781.687,994.879 782.374,994.523 783.061,993.811 783.749,992.743 784.436,992.387 785.123,991.674 \n",
       "  785.81,990.962 786.498,989.894 787.185,988.114 787.872,987.046 788.559,985.978 789.247,984.909 789.934,983.485 790.621,983.129 791.308,982.417 791.996,981.705 \n",
       "  792.683,981.349 793.37,980.993 794.057,979.925 794.745,978.856 795.432,976.364 796.119,975.652 796.806,974.94 797.494,974.94 798.181,974.228 798.868,972.803 \n",
       "  799.555,971.735 800.243,970.311 800.93,969.955 801.617,969.599 802.304,967.819 802.992,966.394 803.679,966.394 804.366,965.326 805.053,964.614 805.741,963.19 \n",
       "  806.428,961.41 807.115,960.698 807.803,960.698 808.49,959.629 809.177,958.917 809.864,958.561 810.552,957.137 811.239,956.069 811.926,955.357 812.613,953.933 \n",
       "  813.301,952.508 813.988,951.084 814.675,950.372 815.362,949.66 816.05,949.66 816.737,948.948 817.424,947.88 818.111,946.099 818.799,945.031 819.486,945.031 \n",
       "  820.173,944.675 820.86,942.539 821.548,941.827 822.235,940.402 822.922,939.69 823.609,938.978 824.297,938.266 824.984,937.198 825.671,936.842 826.358,936.13 \n",
       "  827.046,935.062 827.733,934.349 828.42,932.925 829.107,930.433 829.795,930.077 830.482,929.365 831.169,928.297 831.857,927.584 832.544,926.516 833.231,926.16 \n",
       "  833.918,925.804 834.606,924.736 835.293,924.024 835.98,922.6 836.667,921.531 837.355,920.819 838.042,919.039 838.729,917.971 839.416,916.191 840.104,916.191 \n",
       "  840.791,915.479 841.478,914.41 842.165,914.054 842.853,912.986 843.54,912.63 844.227,910.85 844.914,908.713 845.602,908.713 846.289,907.645 846.976,906.933 \n",
       "  847.663,906.221 848.351,904.797 849.038,904.441 849.725,903.373 850.412,903.017 851.1,901.236 851.787,899.456 852.474,898.744 853.161,897.676 853.849,897.32 \n",
       "  854.536,896.252 855.223,895.895 855.911,894.827 856.598,893.403 857.285,893.403 857.972,891.623 858.66,890.555 859.347,890.199 860.034,889.13 860.721,888.062 \n",
       "  861.409,887.35 862.096,886.282 862.783,885.57 863.47,884.146 864.158,883.79 864.845,883.434 865.532,881.653 866.219,880.585 866.907,879.873 867.594,879.873 \n",
       "  868.281,878.093 868.968,878.093 869.656,876.668 870.343,874.888 871.03,874.888 871.717,874.532 872.405,873.464 873.092,872.396 873.779,870.259 874.466,869.547 \n",
       "  875.154,868.123 875.841,867.767 876.528,866.699 877.215,865.631 877.903,864.919 878.59,864.207 879.277,863.85 879.964,863.494 880.652,862.426 881.339,861.358 \n",
       "  882.026,858.866 882.714,858.154 883.401,856.729 884.088,855.661 884.775,855.661 885.463,854.593 886.15,854.237 886.837,854.237 887.524,853.169 888.212,851.389 \n",
       "  888.899,849.252 889.586,848.54 890.273,848.184 890.961,847.472 891.648,846.048 892.335,844.98 893.022,844.623 893.71,844.267 894.397,843.911 895.084,842.487 \n",
       "  895.771,840.351 896.459,838.571 897.146,838.571 897.833,838.571 898.52,837.502 899.208,836.434 899.895,834.298 900.582,833.942 901.269,833.942 901.957,833.942 \n",
       "  902.644,832.162 903.331,831.093 904.018,830.025 904.706,828.957 905.393,828.601 906.08,827.177 906.768,825.753 907.455,825.396 908.142,824.328 908.829,823.972 \n",
       "  909.517,822.548 910.204,821.48 910.891,820.768 911.578,820.056 912.266,819.7 912.953,818.275 913.64,816.495 914.327,815.783 915.015,814.359 915.702,814.003 \n",
       "  916.389,812.935 917.076,812.935 917.764,812.935 918.451,812.935 919.138,812.935 919.825,812.935 920.513,812.935 921.2,812.935 921.887,812.935 922.574,812.935 \n",
       "  923.262,812.935 923.949,812.935 924.636,812.935 925.323,812.935 926.011,812.935 926.698,812.935 927.385,812.935 928.072,812.935 928.76,812.935 929.447,812.935 \n",
       "  930.134,812.935 930.821,812.935 931.509,812.935 932.196,812.935 932.883,812.935 933.571,812.935 934.258,812.935 934.945,812.935 935.632,812.935 936.32,812.935 \n",
       "  937.007,812.935 937.694,812.935 938.381,812.935 939.069,812.935 939.756,812.935 940.443,812.935 941.13,812.935 941.818,812.935 942.505,812.935 943.192,812.935 \n",
       "  943.879,812.935 944.567,812.935 945.254,812.935 945.941,812.935 946.628,812.935 947.316,812.935 948.003,812.935 948.69,812.935 949.377,812.935 950.065,812.935 \n",
       "  950.752,812.935 951.439,812.935 952.126,812.935 952.814,812.935 953.501,812.935 954.188,812.935 954.875,812.935 955.563,812.935 956.25,812.935 956.937,812.935 \n",
       "  957.625,812.935 958.312,812.935 958.999,812.935 959.686,812.935 960.374,812.935 961.061,812.935 961.748,812.935 962.435,812.935 963.123,812.935 963.81,812.935 \n",
       "  964.497,812.935 965.184,812.935 965.872,812.935 966.559,812.935 967.246,812.935 967.933,812.935 968.621,812.935 969.308,812.935 969.995,812.935 970.682,812.935 \n",
       "  971.37,812.935 972.057,812.935 972.744,812.935 973.431,812.935 974.119,812.935 974.806,812.935 975.493,812.935 976.18,812.935 976.868,812.935 977.555,812.935 \n",
       "  978.242,812.935 978.929,812.935 979.617,812.935 980.304,812.935 980.991,812.935 981.679,812.935 982.366,812.935 983.053,812.935 983.74,812.935 984.428,812.935 \n",
       "  985.115,812.935 985.802,812.935 986.489,812.935 987.177,812.935 987.864,812.935 988.551,812.935 989.238,812.935 989.926,812.935 990.613,812.935 991.3,812.935 \n",
       "  991.987,812.935 992.675,812.935 993.362,812.935 994.049,812.935 994.736,812.935 995.424,812.935 996.111,812.935 996.798,812.935 997.485,812.935 998.173,812.935 \n",
       "  998.86,812.935 999.547,812.935 1000.23,812.935 1000.92,812.935 1001.61,812.935 1002.3,812.935 1002.98,812.935 1003.67,812.935 1004.36,812.935 1005.05,812.935 \n",
       "  1005.73,812.935 1006.42,812.935 1007.11,812.935 1007.79,812.935 1008.48,812.935 1009.17,812.935 1009.86,812.935 1010.54,812.935 1011.23,812.935 1011.92,812.935 \n",
       "  1012.61,812.935 1013.29,812.935 1013.98,812.578 1014.67,812.578 1015.35,812.578 1016.04,812.578 1016.73,812.578 1017.42,812.578 1018.1,812.578 1018.79,812.578 \n",
       "  1019.48,812.578 1020.16,812.578 1020.85,812.578 1021.54,812.578 1022.23,812.578 1022.91,812.578 1023.6,812.578 1024.29,812.578 1024.98,812.578 1025.66,812.578 \n",
       "  1026.35,812.578 1027.04,812.578 1027.72,812.578 1028.41,812.578 1029.1,812.578 1029.79,812.578 1030.47,812.578 1031.16,812.578 1031.85,812.578 1032.54,812.578 \n",
       "  1033.22,812.578 1033.91,812.578 1034.6,812.578 1035.28,812.578 1035.97,812.222 1036.66,812.222 1037.35,812.222 1038.03,812.222 1038.72,812.222 1039.41,812.222 \n",
       "  1040.1,812.222 1040.78,812.222 1041.47,812.222 1042.16,812.222 1042.84,812.222 1043.53,812.222 1044.22,812.222 1044.91,812.222 1045.59,812.222 1046.28,812.222 \n",
       "  1046.97,812.222 1047.66,812.222 1048.34,812.222 1049.03,811.866 1049.72,811.866 1050.4,811.866 1051.09,811.866 1051.78,811.866 1052.47,811.866 1053.15,811.866 \n",
       "  1053.84,811.866 1054.53,811.866 1055.21,811.866 1055.9,811.51 1056.59,811.51 1057.28,811.51 1057.96,811.51 1058.65,811.51 1059.34,811.51 1060.03,811.51 \n",
       "  1060.71,811.51 1061.4,811.51 1062.09,811.51 1062.77,811.51 1063.46,811.51 1064.15,811.51 1064.84,811.51 1065.52,811.51 1066.21,811.51 1066.9,811.51 \n",
       "  1067.59,811.51 1068.27,811.51 1068.96,811.51 1069.65,811.154 1070.33,811.154 1071.02,811.154 1071.71,811.154 1072.4,811.154 1073.08,811.154 1073.77,811.154 \n",
       "  1074.46,811.154 1075.15,811.154 1075.83,811.154 1076.52,811.154 1077.21,811.154 1077.89,811.154 1078.58,811.154 1079.27,811.154 1079.96,811.154 1080.64,811.154 \n",
       "  1081.33,810.798 1082.02,810.798 1082.71,810.798 1083.39,810.798 1084.08,810.442 1084.77,810.442 1085.45,810.442 1086.14,810.442 1086.83,810.442 1087.52,810.086 \n",
       "  1088.2,810.086 1088.89,810.086 1089.58,810.086 1090.27,810.086 1090.95,810.086 1091.64,810.086 1092.33,810.086 1093.01,810.086 1093.7,810.086 1094.39,810.086 \n",
       "  1095.08,810.086 1095.76,809.73 1096.45,809.73 1097.14,809.73 1097.82,809.73 1098.51,809.73 1099.2,809.73 1099.89,809.73 1100.57,809.73 1101.26,809.73 \n",
       "  1101.95,809.73 1102.64,809.73 1103.32,809.73 1104.01,809.73 1104.7,809.73 1105.38,809.374 1106.07,809.374 1106.76,809.374 1107.45,809.374 1108.13,809.374 \n",
       "  1108.82,809.374 1109.51,809.374 1110.2,809.374 1110.88,809.374 1111.57,809.374 1112.26,809.374 1112.94,809.374 1113.63,809.018 1114.32,809.018 1115.01,809.018 \n",
       "  1115.69,809.018 1116.38,809.018 1117.07,809.018 1117.76,808.662 1118.44,808.662 1119.13,808.662 1119.82,808.306 1120.5,808.306 1121.19,808.306 1121.88,807.95 \n",
       "  1122.57,807.95 1123.25,807.95 1123.94,807.95 1124.63,807.95 1125.32,807.95 1126,807.594 1126.69,807.594 1127.38,807.238 1128.06,807.238 1128.75,806.882 \n",
       "  1129.44,806.882 1130.13,806.526 1130.81,806.526 1131.5,806.526 1132.19,806.169 1132.88,806.169 1133.56,806.169 1134.25,806.169 1134.94,806.169 1135.62,806.169 \n",
       "  1136.31,806.169 1137,806.169 1137.69,806.169 1138.37,806.169 1139.06,806.169 1139.75,806.169 1140.43,806.169 1141.12,806.169 1141.81,805.457 1142.5,805.457 \n",
       "  1143.18,805.101 1143.87,804.389 1144.56,804.389 1145.25,804.389 1145.93,804.389 1146.62,804.389 1147.31,804.389 1147.99,804.389 1148.68,804.389 1149.37,804.389 \n",
       "  1150.06,804.389 1150.74,804.389 1151.43,804.389 1152.12,804.389 1152.81,804.389 1153.49,804.389 1154.18,804.033 1154.87,804.033 1155.55,803.677 1156.24,803.677 \n",
       "  1156.93,803.677 1157.62,803.321 1158.3,803.321 1158.99,803.321 1159.68,803.321 1160.37,803.321 1161.05,803.321 1161.74,802.965 1162.43,802.965 1163.11,802.965 \n",
       "  1163.8,802.609 1164.49,802.609 1165.18,802.609 1165.86,802.609 1166.55,802.253 1167.24,802.253 1167.93,802.253 1168.61,802.253 1169.3,802.253 1169.99,802.253 \n",
       "  1170.67,801.897 1171.36,801.897 1172.05,801.897 1172.74,801.897 1173.42,801.897 1174.11,801.897 1174.8,801.541 1175.48,801.541 1176.17,801.541 1176.86,801.541 \n",
       "  1177.55,801.541 1178.23,801.541 1178.92,801.185 1179.61,801.185 1180.3,801.185 1180.98,800.473 1181.67,799.76 1182.36,799.404 1183.04,799.404 1183.73,799.404 \n",
       "  1184.42,799.404 1185.11,799.404 1185.79,799.048 1186.48,799.048 1187.17,799.048 1187.86,799.048 1188.54,799.048 1189.23,799.048 1189.92,799.048 1190.6,799.048 \n",
       "  1191.29,798.336 1191.98,798.336 1192.67,797.624 1193.35,797.268 1194.04,796.912 1194.73,796.556 1195.42,796.2 1196.1,796.2 1196.79,796.2 1197.48,795.844 \n",
       "  1198.16,795.844 1198.85,795.844 1199.54,795.844 1200.23,795.844 1200.91,795.488 1201.6,795.488 1202.29,795.488 1202.98,795.132 1203.66,794.42 1204.35,794.42 \n",
       "  1205.04,794.42 1205.72,793.708 1206.41,793.351 1207.1,793.351 1207.79,792.995 1208.47,792.639 1209.16,792.639 1209.85,792.639 1210.54,792.639 1211.22,792.639 \n",
       "  1211.91,792.283 1212.6,792.283 1213.28,791.571 1213.97,791.571 1214.66,791.571 1215.35,791.571 1216.03,791.215 1216.72,791.215 1217.41,790.859 1218.09,790.147 \n",
       "  1218.78,789.079 1219.47,788.367 1220.16,788.367 1220.84,788.367 1221.53,788.367 1222.22,788.367 1222.91,788.367 1223.59,788.367 1224.28,788.367 1224.97,788.367 \n",
       "  1225.65,788.011 1226.34,788.011 1227.03,788.011 1227.72,788.011 1228.4,787.655 1229.09,787.655 1229.78,786.586 1230.47,785.874 1231.15,785.518 1231.84,785.162 \n",
       "  1232.53,784.45 1233.21,784.45 1233.9,784.45 1234.59,784.094 1235.28,784.094 1235.96,783.738 1236.65,783.738 1237.34,783.738 1238.03,783.738 1238.71,783.738 \n",
       "  1239.4,783.738 1240.09,783.382 1240.77,783.382 1241.46,783.026 1242.15,782.314 1242.84,781.958 1243.52,781.602 1244.21,781.246 1244.9,780.533 1245.59,780.533 \n",
       "  1246.27,780.533 1246.96,780.533 1247.65,779.821 1248.33,779.821 1249.02,779.821 1249.71,779.465 1250.4,779.465 1251.08,779.465 1251.77,779.109 1252.46,779.109 \n",
       "  1253.14,778.753 1253.83,778.397 1254.52,777.685 1255.21,777.685 1255.89,777.329 1256.58,776.973 1257.27,776.617 1257.96,776.617 1258.64,776.261 1259.33,775.905 \n",
       "  1260.02,775.905 1260.7,775.905 1261.39,775.905 1262.08,775.905 1262.77,775.905 1263.45,775.193 1264.14,775.193 1264.83,775.193 1265.52,774.837 1266.2,774.481 \n",
       "  1266.89,774.124 1267.58,774.124 1268.26,773.412 1268.95,773.412 1269.64,772.344 1270.33,772.344 1271.01,771.988 1271.7,771.632 1272.39,771.632 1273.08,771.632 \n",
       "  1273.76,771.276 1274.45,771.276 1275.14,771.276 1275.82,771.276 1276.51,771.276 1277.2,770.564 1277.89,770.564 1278.57,770.564 1279.26,770.208 1279.95,769.852 \n",
       "  1280.64,769.496 1281.32,768.784 1282.01,768.428 1282.7,768.428 1283.38,768.072 1284.07,768.072 1284.76,767.715 1285.45,767.359 1286.13,766.647 1286.82,766.647 \n",
       "  1287.51,766.647 1288.2,766.291 1288.88,766.291 1289.57,766.291 1290.26,766.291 1290.94,765.935 1291.63,765.935 1292.32,765.223 1293.01,765.223 1293.69,764.867 \n",
       "  1294.38,764.155 1295.07,763.799 1295.75,763.443 1296.44,763.443 1297.13,763.087 1297.82,762.731 1298.5,762.019 1299.19,762.019 1299.88,761.663 1300.57,761.663 \n",
       "  1301.25,761.663 1301.94,761.663 1302.63,761.306 1303.31,760.95 1304,760.95 1304.69,760.594 1305.38,760.238 1306.06,759.526 1306.75,759.17 1307.44,758.814 \n",
       "  1308.13,758.458 1308.81,758.102 1309.5,757.746 1310.19,757.746 1310.87,757.746 1311.56,757.746 1312.25,757.39 1312.94,757.39 1313.62,757.39 1314.31,757.034 \n",
       "  1315,757.034 1315.69,756.678 1316.37,756.678 1317.06,756.322 1317.75,756.322 1318.43,755.966 1319.12,755.61 1319.81,754.897 1320.5,754.897 1321.18,754.541 \n",
       "  1321.87,754.185 1322.56,754.185 1323.25,754.185 1323.93,754.185 1324.62,754.185 1325.31,753.473 1325.99,752.761 1326.68,752.761 1327.37,752.405 1328.06,752.049 \n",
       "  1328.74,752.049 1329.43,752.049 1330.12,752.049 1330.8,750.981 1331.49,750.981 1332.18,750.625 1332.87,750.269 1333.55,750.269 1334.24,749.201 1334.93,748.845 \n",
       "  1335.62,748.845 1336.3,748.845 1336.99,748.845 1337.68,748.488 1338.36,748.488 1339.05,748.488 1339.74,748.132 1340.43,747.776 1341.11,747.776 1341.8,747.42 \n",
       "  1342.49,747.064 1343.18,747.064 1343.86,746.708 1344.55,745.996 1345.24,745.284 1345.92,744.928 1346.61,744.928 1347.3,744.928 1347.99,744.216 1348.67,744.216 \n",
       "  1349.36,744.216 1350.05,743.504 1350.74,743.504 1351.42,743.504 1352.11,743.148 1352.8,742.792 1353.48,742.436 1354.17,742.436 1354.86,742.436 1355.55,742.436 \n",
       "  1356.23,741.367 1356.92,741.011 1357.61,740.299 1358.3,739.943 1358.98,739.943 1359.67,739.943 1360.36,739.943 1361.04,739.943 1361.73,739.587 1362.42,739.231 \n",
       "  1363.11,738.875 1363.79,738.875 1364.48,738.163 1365.17,738.163 1365.86,737.807 1366.54,737.807 1367.23,737.095 1367.92,737.095 1368.6,737.095 1369.29,737.095 \n",
       "  1369.98,735.67 1370.67,735.314 1371.35,734.958 1372.04,734.602 1372.73,734.602 1373.41,734.602 1374.1,734.246 1374.79,734.246 1375.48,733.89 1376.16,733.89 \n",
       "  1376.85,733.89 1377.54,733.534 1378.23,733.178 1378.91,732.822 1379.6,732.11 1380.29,732.11 1380.97,732.11 1381.66,731.754 1382.35,731.754 1383.04,731.398 \n",
       "  1383.72,731.042 1384.41,731.042 1385.1,730.33 1385.79,729.974 1386.47,729.261 1387.16,728.905 1387.85,728.905 1388.53,728.905 1389.22,728.905 1389.91,728.549 \n",
       "  1390.6,727.837 1391.28,727.837 1391.97,727.481 1392.66,727.125 1393.35,727.125 1394.03,726.413 1394.72,726.413 1395.41,726.413 1396.09,726.413 1396.78,726.413 \n",
       "  1397.47,726.057 1398.16,725.701 1398.84,724.633 1399.53,724.277 1400.22,723.565 1400.91,723.209 1401.59,722.852 1402.28,722.852 1402.97,722.852 1403.65,722.14 \n",
       "  1404.34,722.14 1405.03,722.14 1405.72,721.428 1406.4,721.072 1407.09,720.716 1407.78,720.716 1408.47,720.36 1409.15,720.36 1409.84,720.36 1410.53,720.004 \n",
       "  1411.21,718.936 1411.9,718.936 1412.59,718.936 1413.28,718.58 1413.96,718.224 1414.65,717.512 1415.34,717.156 1416.02,716.8 1416.71,716.8 1417.4,716.443 \n",
       "  1418.09,716.443 1418.77,716.087 1419.46,716.087 1420.15,715.731 1420.84,715.019 1421.52,714.307 1422.21,713.595 1422.9,713.595 1423.58,713.595 1424.27,713.595 \n",
       "  1424.96,713.239 1425.65,712.527 1426.33,712.171 1427.02,711.815 1427.71,711.459 1428.4,711.459 1429.08,710.747 1429.77,710.034 1430.46,710.034 1431.14,710.034 \n",
       "  1431.83,710.034 1432.52,709.678 1433.21,709.322 1433.89,708.966 1434.58,708.254 1435.27,708.254 1435.96,707.898 1436.64,707.898 1437.33,706.83 1438.02,706.83 \n",
       "  1438.7,706.83 1439.39,706.118 1440.08,705.762 1440.77,705.05 1441.45,704.338 1442.14,703.982 1442.83,703.982 1443.52,703.625 1444.2,703.625 1444.89,703.269 \n",
       "  1445.58,702.913 1446.26,702.557 1446.95,702.557 1447.64,702.557 1448.33,701.845 1449.01,701.133 1449.7,700.777 1450.39,700.777 1451.07,700.421 1451.76,700.065 \n",
       "  1452.45,700.065 1453.14,699.709 1453.82,699.709 1454.51,699.353 1455.2,698.641 1455.89,697.929 1456.57,697.929 1457.26,697.573 1457.95,697.573 1458.63,697.573 \n",
       "  1459.32,696.86 1460.01,695.792 1460.7,695.436 1461.38,695.436 1462.07,694.724 1462.76,694.724 1463.45,694.368 1464.13,692.944 1464.82,692.944 1465.51,692.944 \n",
       "  1466.19,692.944 1466.88,692.944 1467.57,692.232 1468.26,691.876 1468.94,691.52 1469.63,691.52 1470.32,691.164 1471.01,690.807 1471.69,690.807 1472.38,690.807 \n",
       "  1473.07,690.095 1473.75,690.095 1474.44,689.739 1475.13,689.383 1475.82,688.671 1476.5,687.603 1477.19,687.247 1477.88,687.247 1478.57,687.247 1479.25,686.891 \n",
       "  1479.94,686.179 1480.63,686.179 1481.31,684.755 1482,684.755 1482.69,684.755 1483.38,684.398 1484.06,684.398 1484.75,684.398 1485.44,684.398 1486.13,684.398 \n",
       "  1486.81,683.686 1487.5,683.33 1488.19,683.33 1488.87,682.618 1489.56,681.55 1490.25,681.194 1490.94,681.194 1491.62,680.838 1492.31,680.126 1493,679.77 \n",
       "  1493.68,679.414 1494.37,678.702 1495.06,678.702 1495.75,678.346 1496.43,678.346 1497.12,678.346 1497.81,677.633 1498.5,677.633 1499.18,677.277 1499.87,676.921 \n",
       "  1500.56,676.565 1501.24,676.209 1501.93,675.141 1502.62,675.141 1503.31,674.785 1503.99,673.717 1504.68,673.005 1505.37,673.005 1506.06,672.649 1506.74,672.649 \n",
       "  1507.43,671.937 1508.12,671.58 1508.8,671.58 1509.49,671.58 1510.18,671.224 1510.87,671.224 1511.55,670.512 1512.24,670.156 1512.93,669.8 1513.62,669.8 \n",
       "  1514.3,669.444 1514.99,669.088 1515.68,668.732 1516.36,668.732 1517.05,668.02 1517.74,667.664 1518.43,666.952 1519.11,666.952 1519.8,666.24 1520.49,665.884 \n",
       "  1521.18,665.171 1521.86,665.171 1522.55,665.171 1523.24,664.459 1523.92,664.459 1524.61,664.459 1525.3,664.459 1525.99,663.747 1526.67,663.747 1527.36,663.747 \n",
       "  1528.05,663.035 1528.73,662.679 1529.42,662.679 1530.11,662.679 1530.8,661.611 1531.48,660.543 1532.17,660.543 1532.86,659.831 1533.55,659.119 1534.23,659.119 \n",
       "  1534.92,658.762 1535.61,658.406 1536.29,658.406 1536.98,658.406 1537.67,658.406 1538.36,657.338 1539.04,657.338 1539.73,656.982 1540.42,656.626 1541.11,656.626 \n",
       "  1541.79,656.626 1542.48,656.626 1543.17,655.558 1543.85,655.202 1544.54,654.49 1545.23,653.778 1545.92,653.778 1546.6,653.422 1547.29,652.71 1547.98,652.71 \n",
       "  1548.67,652.353 1549.35,652.353 1550.04,652.353 1550.73,650.929 1551.41,650.929 1552.1,650.573 1552.79,649.861 1553.48,649.505 1554.16,648.793 1554.85,648.793 \n",
       "  1555.54,648.793 1556.23,648.081 1556.91,647.725 1557.6,646.657 1558.29,646.301 1558.97,645.944 1559.66,645.944 1560.35,645.944 1561.04,645.944 1561.72,645.588 \n",
       "  1562.41,645.588 1563.1,645.232 1563.79,644.876 1564.47,644.876 1565.16,644.164 1565.85,644.164 1566.53,643.452 1567.22,642.384 1567.91,641.672 1568.6,641.316 \n",
       "  1569.28,640.96 1569.97,640.604 1570.66,640.248 1571.34,639.535 1572.03,638.823 1572.72,638.823 1573.41,638.823 1574.09,638.467 1574.78,638.111 1575.47,638.111 \n",
       "  1576.16,638.111 1576.84,638.111 1577.53,637.399 1578.22,636.687 1578.9,635.975 1579.59,635.619 1580.28,634.551 1580.97,634.195 1581.65,634.195 1582.34,633.483 \n",
       "  1583.03,633.126 1583.72,633.126 1584.4,632.77 1585.09,632.77 1585.78,632.77 1586.46,632.414 1587.15,632.414 1587.84,632.414 1588.53,630.99 1589.21,630.99 \n",
       "  1589.9,630.278 1590.59,629.566 1591.28,629.21 1591.96,627.786 1592.65,627.43 1593.34,627.43 1594.02,627.074 1594.71,626.717 1595.4,626.717 1596.09,626.361 \n",
       "  1596.77,626.005 1597.46,625.649 1598.15,624.937 1598.84,624.581 1599.52,623.869 1600.21,623.869 1600.9,623.157 1601.58,622.801 1602.27,622.801 1602.96,622.089 \n",
       "  1603.65,622.089 1604.33,622.089 1605.02,621.377 1605.71,621.021 1606.39,619.952 1607.08,619.24 1607.77,619.24 1608.46,618.884 1609.14,618.172 1609.83,618.172 \n",
       "  1610.52,617.46 1611.21,616.748 1611.89,615.68 1612.58,615.324 1613.27,615.324 1613.95,614.968 1614.64,614.968 1615.33,614.968 1616.02,614.968 1616.7,614.968 \n",
       "  1617.39,614.968 1618.08,613.543 1618.77,613.187 1619.45,612.119 1620.14,612.119 1620.83,610.695 1621.51,610.339 1622.2,610.339 1622.89,609.271 1623.58,609.271 \n",
       "  1624.26,608.915 1624.95,607.847 1625.64,606.778 1626.33,606.778 1627.01,606.778 1627.7,606.778 1628.39,606.778 1629.07,606.066 1629.76,605.71 1630.45,604.642 \n",
       "  1631.14,604.642 1631.82,604.286 1632.51,603.574 1633.2,603.218 1633.89,603.218 1634.57,602.862 1635.26,602.506 1635.95,602.506 1636.63,602.15 1637.32,601.081 \n",
       "  1638.01,601.081 1638.7,600.725 1639.38,600.725 1640.07,600.013 1640.76,599.657 1641.45,599.301 1642.13,598.589 1642.82,597.877 1643.51,597.165 1644.19,596.809 \n",
       "  1644.88,596.809 1645.57,596.809 1646.26,595.385 1646.94,595.385 1647.63,595.385 1648.32,594.316 1649,593.96 1649.69,593.248 1650.38,593.248 1651.07,592.892 \n",
       "  1651.75,592.536 1652.44,592.536 1653.13,591.824 1653.82,590.756 1654.5,590.756 1655.19,590.4 1655.88,589.688 1656.56,589.332 1657.25,588.976 1657.94,588.976 \n",
       "  1658.63,588.263 1659.31,587.551 1660,587.551 1660.69,587.551 1661.38,586.839 1662.06,586.127 1662.75,586.127 1663.44,585.415 1664.12,585.059 1664.81,584.703 \n",
       "  1665.5,583.991 1666.19,583.635 1666.87,582.923 1667.56,582.923 1668.25,582.923 1668.94,582.211 1669.62,581.498 1670.31,581.142 1671,580.786 1671.68,580.43 \n",
       "  1672.37,580.43 1673.06,579.718 1673.75,578.294 1674.43,577.938 1675.12,577.226 1675.81,576.87 1676.5,576.158 1677.18,575.802 1677.87,575.802 1678.56,574.733 \n",
       "  1679.24,574.021 1679.93,574.021 1680.62,574.021 1681.31,574.021 1681.99,572.953 1682.68,572.597 1683.37,572.597 1684.05,571.885 1684.74,571.173 1685.43,571.173 \n",
       "  1686.12,570.461 1686.8,570.105 1687.49,569.036 1688.18,568.68 1688.87,568.324 1689.55,567.256 1690.24,566.544 1690.93,566.544 1691.61,566.544 1692.3,566.188 \n",
       "  1692.99,566.188 1693.68,565.476 1694.36,564.764 1695.05,564.408 1695.74,563.696 1696.43,563.34 1697.11,562.627 1697.8,562.271 1698.49,561.915 1699.17,561.203 \n",
       "  1699.86,561.203 1700.55,560.135 1701.24,559.423 1701.92,559.423 1702.61,559.067 1703.3,559.067 1703.99,559.067 1704.67,558.355 1705.36,557.999 1706.05,557.287 \n",
       "  1706.73,557.287 1707.42,556.574 1708.11,555.862 1708.8,555.506 1709.48,554.794 1710.17,553.726 1710.86,553.014 1711.55,552.658 1712.23,552.302 1712.92,551.59 \n",
       "  1713.61,551.234 1714.29,551.234 1714.98,550.878 1715.67,549.453 1716.36,549.097 1717.04,549.097 1717.73,549.097 1718.42,548.741 1719.11,548.385 1719.79,548.029 \n",
       "  1720.48,547.673 1721.17,547.317 1721.85,545.181 1722.54,544.825 1723.23,544.825 1723.92,544.469 1724.6,543.756 1725.29,542.688 1725.98,542.688 1726.66,541.976 \n",
       "  1727.35,541.976 1728.04,541.976 1728.73,541.976 1729.41,540.908 1730.1,540.552 1730.79,540.196 1731.48,539.484 1732.16,539.128 1732.85,537.704 1733.54,536.991 \n",
       "  1734.22,536.279 1734.91,536.279 1735.6,535.567 1736.29,534.855 1736.97,534.143 1737.66,534.143 1738.35,534.143 1739.04,533.787 1739.72,533.431 1740.41,532.363 \n",
       "  1741.1,532.007 1741.78,531.295 1742.47,531.295 1743.16,530.582 1743.85,529.514 1744.53,529.514 1745.22,528.446 1745.91,528.09 1746.6,527.734 1747.28,527.022 \n",
       "  1747.97,526.666 1748.66,526.31 1749.34,525.954 1750.03,525.598 1750.72,524.173 1751.41,523.817 1752.09,523.817 1752.78,523.105 1753.47,522.749 1754.16,522.393 \n",
       "  1754.84,522.393 1755.53,521.681 1756.22,520.613 1756.9,520.257 1757.59,519.901 1758.28,519.189 1758.97,518.833 1759.65,518.477 1760.34,518.477 1761.03,518.12 \n",
       "  1761.72,517.764 1762.4,516.696 1763.09,516.34 1763.78,515.984 1764.46,514.916 1765.15,514.916 1765.84,514.56 1766.53,514.204 1767.21,513.848 1767.9,512.78 \n",
       "  1768.59,511.711 1769.27,510.999 1769.96,510.643 1770.65,510.287 1771.34,510.287 1772.02,509.931 1772.71,509.575 1773.4,509.575 1774.09,509.219 1774.77,508.151 \n",
       "  1775.46,507.439 1776.15,507.083 1776.83,506.727 1777.52,506.015 1778.21,506.015 1778.9,506.015 1779.58,505.659 1780.27,504.234 1780.96,503.166 1781.65,502.098 \n",
       "  1782.33,501.742 1783.02,501.386 1783.71,501.386 1784.39,501.03 1785.08,500.674 1785.77,499.606 1786.46,499.606 1787.14,499.25 1787.83,498.893 1788.52,498.893 \n",
       "  1789.21,498.893 1789.89,498.181 1790.58,497.469 1791.27,497.113 1791.95,496.757 1792.64,496.045 1793.33,495.333 1794.02,494.977 1794.7,493.909 1795.39,492.841 \n",
       "  1796.08,491.772 1796.77,491.416 1797.45,491.416 1798.14,490.704 1798.83,490.704 1799.51,489.992 1800.2,489.636 1800.89,489.636 1801.58,488.924 1802.26,488.568 \n",
       "  1802.95,487.856 1803.64,487.5 1804.32,487.5 1805.01,487.144 1805.7,486.432 1806.39,485.719 1807.07,484.651 1807.76,483.939 1808.45,483.583 1809.14,483.227 \n",
       "  1809.82,482.871 1810.51,482.871 1811.2,482.515 1811.88,481.091 1812.57,480.023 1813.26,480.023 1813.95,479.31 1814.63,479.31 1815.32,479.31 1816.01,478.598 \n",
       "  1816.7,477.53 1817.38,477.53 1818.07,477.174 1818.76,476.818 1819.44,476.106 1820.13,475.75 1820.82,475.75 1821.51,475.394 1822.19,473.97 1822.88,473.257 \n",
       "  1823.57,472.189 1824.26,472.189 1824.94,471.121 1825.63,471.121 1826.32,470.409 1827,470.409 1827.69,469.341 1828.38,468.985 1829.07,468.629 1829.75,467.917 \n",
       "  1830.44,467.205 1831.13,467.205 1831.82,467.205 1832.5,466.136 1833.19,465.78 1833.88,465.068 1834.56,464 1835.25,462.932 1835.94,462.576 1836.63,462.22 \n",
       "  1837.31,461.864 1838,461.508 1838.69,459.727 1839.38,459.371 1840.06,459.015 1840.75,459.015 1841.44,458.659 1842.12,457.947 1842.81,457.947 1843.5,457.235 \n",
       "  1844.19,457.235 1844.87,456.523 1845.56,455.811 1846.25,455.455 1846.93,454.387 1847.62,453.318 1848.31,453.318 1849,452.606 1849.68,451.894 1850.37,451.182 \n",
       "  1851.06,450.114 1851.75,449.758 1852.43,449.402 1853.12,449.402 1853.81,448.69 1854.49,448.334 1855.18,447.621 1855.87,447.265 1856.56,446.197 1857.24,446.197 \n",
       "  1857.93,445.485 1858.62,444.417 1859.31,444.417 1859.99,444.061 1860.68,444.061 1861.37,443.349 1862.05,442.637 1862.74,442.281 1863.43,441.212 1864.12,440.144 \n",
       "  1864.8,439.788 1865.49,439.788 1866.18,438.364 1866.87,438.008 1867.55,437.296 1868.24,436.94 1868.93,436.94 1869.61,435.516 1870.3,434.803 1870.99,434.091 \n",
       "  1871.68,434.091 1872.36,434.091 1873.05,434.091 1873.74,434.091 1874.43,434.091 1875.11,433.379 1875.8,431.955 1876.49,431.599 1877.17,430.887 1877.86,430.531 \n",
       "  1878.55,429.107 1879.24,429.107 1879.92,427.682 1880.61,426.97 1881.3,426.614 1881.98,426.258 1882.67,426.258 1883.36,425.19 1884.05,425.19 1884.73,424.834 \n",
       "  1885.42,424.834 1886.11,424.478 1886.8,423.766 1887.48,423.054 1888.17,421.629 1888.86,421.629 1889.54,420.917 1890.23,420.917 1890.92,420.205 1891.61,419.493 \n",
       "  1892.29,418.425 1892.98,417.713 1893.67,417.357 1894.36,415.576 1895.04,415.576 1895.73,414.864 1896.42,414.864 1897.1,414.508 1897.79,414.508 1898.48,414.152 \n",
       "  1899.17,413.44 1899.85,412.728 1900.54,412.372 1901.23,412.016 1901.92,410.236 1902.6,410.236 1903.29,409.167 1903.98,408.811 1904.66,408.811 1905.35,407.387 \n",
       "  1906.04,407.387 1906.73,407.031 1907.41,405.963 1908.1,404.539 1908.79,404.183 1909.48,403.827 1910.16,403.827 1910.85,403.115 1911.54,403.115 1912.22,402.758 \n",
       "  1912.91,402.402 1913.6,402.402 1914.29,402.046 1914.97,401.334 1915.66,400.622 1916.35,399.198 1917.04,398.486 1917.72,397.774 1918.41,397.062 1919.1,395.637 \n",
       "  1919.78,395.281 1920.47,394.569 1921.16,393.857 1921.85,392.789 1922.53,392.789 1923.22,392.433 1923.91,392.433 1924.59,392.077 1925.28,392.077 1925.97,391.721 \n",
       "  1926.66,391.365 1927.34,390.297 1928.03,389.228 1928.72,388.872 1929.41,387.448 1930.09,386.736 1930.78,386.38 1931.47,385.668 1932.15,384.956 1932.84,384.244 \n",
       "  1933.53,383.531 1934.22,383.531 1934.9,383.531 1935.59,382.819 1936.28,382.819 1936.97,382.463 1937.65,381.751 1938.34,380.327 1939.03,379.615 1939.71,379.615 \n",
       "  1940.4,378.903 1941.09,378.191 1941.78,377.835 1942.46,377.122 1943.15,376.766 1943.84,376.054 1944.53,375.342 1945.21,374.63 1945.9,374.274 1946.59,373.562 \n",
       "  1947.27,373.206 1947.96,372.85 1948.65,372.85 1949.34,372.138 1950.02,371.07 1950.71,370.357 1951.4,369.645 1952.09,368.577 1952.77,367.865 1953.46,367.153 \n",
       "  1954.15,366.797 1954.83,366.441 1955.52,365.729 1956.21,365.729 1956.9,365.373 1957.58,365.017 1958.27,364.304 1958.96,363.592 1959.64,362.88 1960.33,362.88 \n",
       "  1961.02,362.88 1961.71,362.524 1962.39,360.744 1963.08,359.676 1963.77,359.32 1964.46,358.608 1965.14,357.895 1965.83,357.183 1966.52,356.115 1967.2,356.115 \n",
       "  1967.89,355.047 1968.58,355.047 1969.27,354.691 1969.95,353.979 1970.64,353.623 1971.33,353.267 1972.02,352.911 1972.7,352.911 1973.39,351.843 1974.08,350.774 \n",
       "  1974.76,350.062 1975.45,349.35 1976.14,349.35 1976.83,348.282 1977.51,347.57 1978.2,347.214 1978.89,346.858 1979.58,346.502 1980.26,345.077 1980.95,344.365 \n",
       "  1981.64,344.009 1982.32,344.009 1983.01,343.653 1983.7,342.941 1984.39,342.585 1985.07,341.873 1985.76,340.805 1986.45,340.093 1987.14,340.093 1987.82,339.381 \n",
       "  1988.51,339.025 1989.2,337.956 1989.88,337.244 1990.57,336.888 1991.26,336.888 1991.95,336.532 1992.63,335.108 1993.32,334.396 1994.01,333.684 1994.7,333.328 \n",
       "  1995.38,332.972 1996.07,332.616 1996.76,331.903 1997.44,331.903 1998.13,330.479 1998.82,329.767 1999.51,329.411 2000.19,327.987 2000.88,327.987 2001.57,327.275 \n",
       "  2002.25,327.275 2002.94,326.563 2003.63,324.782 2004.32,324.07 2005,324.07 2005.69,324.07 2006.38,323.714 2007.07,323.358 2007.75,323.002 2008.44,322.646 \n",
       "  2009.13,322.29 2009.81,321.222 2010.5,321.222 2011.19,320.51 2011.88,319.798 2012.56,318.373 2013.25,318.017 2013.94,316.949 2014.63,316.237 2015.31,316.237 \n",
       "  2016,315.169 2016.69,314.457 2017.37,314.101 2018.06,313.745 2018.75,313.032 2019.44,312.676 2020.12,311.964 2020.81,311.964 2021.5,311.964 2022.19,311.608 \n",
       "  2022.87,311.252 2023.56,309.828 2024.25,308.76 2024.93,308.404 2025.62,308.048 2026.31,306.623 2027,305.911 2027.68,305.911 2028.37,304.843 2029.06,304.131 \n",
       "  2029.75,303.063 2030.43,303.063 2031.12,302.351 2031.81,302.351 2032.49,301.995 2033.18,301.995 2033.87,301.283 2034.56,300.571 2035.24,300.571 2035.93,299.858 \n",
       "  2036.62,299.146 2037.31,298.078 2037.99,298.078 2038.68,296.654 2039.37,296.298 2040.05,295.586 2040.74,294.162 2041.43,293.805 2042.12,293.805 2042.8,293.093 \n",
       "  2043.49,292.025 2044.18,291.313 2044.86,291.313 2045.55,291.313 2046.24,290.957 2046.93,290.601 2047.61,289.889 2048.3,289.533 2048.99,289.533 2049.68,288.465 \n",
       "  2050.36,288.109 2051.05,287.396 2051.74,286.328 2052.42,285.26 2053.11,285.26 2053.8,284.192 2054.49,283.124 2055.17,282.768 2055.86,281.7 2056.55,281.344 \n",
       "  2057.24,281.344 2057.92,281.344 2058.61,280.987 2059.3,280.275 2059.98,279.563 2060.67,278.851 2061.36,278.139 2062.05,277.783 2062.73,277.071 2063.42,276.715 \n",
       "  2064.11,275.291 2064.8,274.578 2065.48,274.222 2066.17,274.222 2066.86,272.798 2067.54,272.086 2068.23,271.73 2068.92,271.73 2069.61,271.73 2070.29,271.374 \n",
       "  2070.98,271.374 2071.67,270.662 2072.36,269.594 2073.04,268.882 2073.73,268.169 2074.42,267.457 2075.1,266.389 2075.79,265.677 2076.48,265.321 2077.17,264.609 \n",
       "  2077.85,264.253 2078.54,263.541 2079.23,263.185 2079.91,262.473 2080.6,261.76 2081.29,261.76 2081.98,261.76 2082.66,261.404 2083.35,261.048 2084.04,260.692 \n",
       "  2084.73,259.624 2085.41,258.912 2086.1,257.844 2086.79,256.776 2087.47,256.064 2088.16,255.708 2088.85,254.995 2089.54,254.283 2090.22,253.927 2090.91,253.927 \n",
       "  2091.6,253.215 2092.29,252.503 2092.97,252.147 2093.66,251.791 2094.35,251.435 2095.03,250.723 2095.72,250.011 2096.41,250.011 2097.1,248.586 2097.78,247.874 \n",
       "  2098.47,246.806 2099.16,246.806 2099.85,245.738 2100.53,245.382 2101.22,244.67 2101.91,243.958 2102.59,243.602 2103.28,243.602 2103.97,243.246 2104.66,242.89 \n",
       "  2105.34,242.89 2106.03,242.533 2106.72,241.465 2107.41,241.109 2108.09,240.397 2108.78,239.329 2109.47,238.973 2110.15,238.261 2110.84,237.549 2111.53,237.193 \n",
       "  2112.22,235.768 2112.9,235.056 2113.59,235.056 2114.28,234.7 2114.97,233.276 2115.65,233.276 2116.34,232.92 2117.03,232.92 2117.71,232.564 2118.4,232.208 \n",
       "  2119.09,232.208 2119.78,232.208 2120.46,230.784 2121.15,230.072 2121.84,229.715 2122.52,228.291 2123.21,227.223 2123.9,226.511 2124.59,225.799 2125.27,225.087 \n",
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     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "walls() = Set([CartesianIndex(4, j) for j in 1:8])\n",
    "function change_walls(walls)\n",
    "    pop!(walls, CartesianIndex(4,1))\n",
    "    push!(walls, CartesianIndex(4,9))\n",
    "end\n",
    "plot(legend=:topleft)\n",
    "plot!(mean(cumulative_dyna_reward(ExperienceBasedSampleModel(), walls(), 1000, change_walls, 2000) for _ in 1:30), label=\"Dyna-Q\")\n",
    "plot!(mean(cumulative_dyna_reward(TimeBasedSampleModel(4), walls(), 1000, change_walls, 2000) for _ in 1:30), label=\"Dyna-Q+\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
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       "  266.931,1446.63 267.275,1446.63 267.619,1446.63 267.962,1446.63 268.306,1446.63 268.65,1446.63 268.993,1446.63 269.337,1446.63 269.68,1446.63 270.024,1446.63 \n",
       "  270.368,1446.63 270.711,1446.63 271.055,1446.63 271.399,1446.63 271.742,1446.63 272.086,1446.63 272.429,1446.63 272.773,1446.63 273.117,1446.63 273.46,1446.63 \n",
       "  273.804,1446.63 274.148,1446.63 274.491,1446.63 274.835,1446.63 275.178,1446.63 275.522,1446.63 275.866,1446.63 276.209,1446.63 276.553,1446.63 276.897,1446.63 \n",
       "  277.24,1446.63 277.584,1446.63 277.927,1446.63 278.271,1446.63 278.615,1446.63 278.958,1446.63 279.302,1446.63 279.646,1446.63 279.989,1446.63 280.333,1446.63 \n",
       "  280.677,1446.63 281.02,1446.63 281.364,1446.63 281.707,1446.63 282.051,1446.63 282.395,1446.63 282.738,1446.63 283.082,1446.63 283.426,1446.63 283.769,1446.63 \n",
       "  284.113,1446.63 284.456,1446.63 284.8,1446.63 285.144,1446.63 285.487,1446.63 285.831,1446.55 286.175,1446.47 286.518,1446.47 286.862,1446.47 287.205,1446.47 \n",
       "  287.549,1446.47 287.893,1446.47 288.236,1446.47 288.58,1446.47 288.924,1446.47 289.267,1446.47 289.611,1446.39 289.954,1446.39 290.298,1446.39 290.642,1446.39 \n",
       "  290.985,1446.39 291.329,1446.39 291.673,1446.39 292.016,1446.39 292.36,1446.39 292.704,1446.39 293.047,1446.39 293.391,1446.39 293.734,1446.39 294.078,1446.39 \n",
       "  294.422,1446.39 294.765,1446.31 295.109,1446.31 295.453,1446.31 295.796,1446.31 296.14,1446.31 296.483,1446.31 296.827,1446.31 297.171,1446.31 297.514,1446.31 \n",
       "  297.858,1446.31 298.202,1446.31 298.545,1446.31 298.889,1446.31 299.232,1446.31 299.576,1446.31 299.92,1446.31 300.263,1446.31 300.607,1446.31 300.951,1446.31 \n",
       "  301.294,1446.31 301.638,1446.31 301.981,1446.31 302.325,1446.31 302.669,1446.31 303.012,1446.31 303.356,1446.31 303.7,1446.31 304.043,1446.31 304.387,1446.31 \n",
       "  304.731,1446.31 305.074,1446.23 305.418,1446.15 305.761,1446.15 306.105,1446.15 306.449,1446.06 306.792,1446.06 307.136,1446.06 307.48,1446.06 307.823,1445.98 \n",
       "  308.167,1445.98 308.51,1445.98 308.854,1445.98 309.198,1445.98 309.541,1445.98 309.885,1445.98 310.229,1445.98 310.572,1445.98 310.916,1445.98 311.259,1445.98 \n",
       "  311.603,1445.98 311.947,1445.98 312.29,1445.98 312.634,1445.98 312.978,1445.98 313.321,1445.98 313.665,1445.98 314.008,1445.98 314.352,1445.98 314.696,1445.98 \n",
       "  315.039,1445.98 315.383,1445.98 315.727,1445.98 316.07,1445.98 316.414,1445.98 316.758,1445.98 317.101,1445.9 317.445,1445.9 317.788,1445.9 318.132,1445.9 \n",
       "  318.476,1445.9 318.819,1445.9 319.163,1445.82 319.507,1445.82 319.85,1445.82 320.194,1445.82 320.537,1445.82 320.881,1445.82 321.225,1445.82 321.568,1445.82 \n",
       "  321.912,1445.82 322.256,1445.82 322.599,1445.66 322.943,1445.66 323.286,1445.66 323.63,1445.66 323.974,1445.66 324.317,1445.66 324.661,1445.66 325.005,1445.66 \n",
       "  325.348,1445.58 325.692,1445.58 326.035,1445.58 326.379,1445.58 326.723,1445.58 327.066,1445.58 327.41,1445.58 327.754,1445.58 328.097,1445.58 328.441,1445.58 \n",
       "  328.785,1445.58 329.128,1445.58 329.472,1445.58 329.815,1445.58 330.159,1445.58 330.503,1445.58 330.846,1445.5 331.19,1445.5 331.534,1445.5 331.877,1445.5 \n",
       "  332.221,1445.42 332.564,1445.42 332.908,1445.42 333.252,1445.42 333.595,1445.33 333.939,1445.33 334.283,1445.33 334.626,1445.33 334.97,1445.33 335.313,1445.33 \n",
       "  335.657,1445.33 336.001,1445.33 336.344,1445.33 336.688,1445.25 337.032,1445.25 337.375,1445.17 337.719,1445.17 338.062,1445.17 338.406,1445.17 338.75,1445.17 \n",
       "  339.093,1445.09 339.437,1445.09 339.781,1445.01 340.124,1445.01 340.468,1445.01 340.811,1444.85 341.155,1444.85 341.499,1444.85 341.842,1444.85 342.186,1444.85 \n",
       "  342.53,1444.85 342.873,1444.85 343.217,1444.77 343.561,1444.77 343.904,1444.6 344.248,1444.6 344.591,1444.52 344.935,1444.52 345.279,1444.44 345.622,1444.44 \n",
       "  345.966,1444.44 346.31,1444.44 346.653,1444.36 346.997,1444.36 347.34,1444.36 347.684,1444.36 348.028,1444.28 348.371,1444.28 348.715,1444.28 349.059,1444.2 \n",
       "  349.402,1444.2 349.746,1444.2 350.089,1444.2 350.433,1444.2 350.777,1444.12 351.12,1444.12 351.464,1444.12 351.808,1444.12 352.151,1443.96 352.495,1443.87 \n",
       "  352.838,1443.87 353.182,1443.87 353.526,1443.87 353.869,1443.87 354.213,1443.87 354.557,1443.87 354.9,1443.87 355.244,1443.87 355.588,1443.87 355.931,1443.87 \n",
       "  356.275,1443.79 356.618,1443.71 356.962,1443.71 357.306,1443.71 357.649,1443.63 357.993,1443.63 358.337,1443.63 358.68,1443.63 359.024,1443.63 359.367,1443.63 \n",
       "  359.711,1443.63 360.055,1443.63 360.398,1443.55 360.742,1443.47 361.086,1443.31 361.429,1443.31 361.773,1443.23 362.116,1443.23 362.46,1443.23 362.804,1443.23 \n",
       "  363.147,1443.23 363.491,1443.23 363.835,1443.14 364.178,1443.06 364.522,1443.06 364.865,1443.06 365.209,1442.98 365.553,1442.98 365.896,1442.98 366.24,1442.98 \n",
       "  366.584,1442.9 366.927,1442.9 367.271,1442.82 367.615,1442.82 367.958,1442.74 368.302,1442.74 368.645,1442.66 368.989,1442.66 369.333,1442.58 369.676,1442.58 \n",
       "  370.02,1442.5 370.364,1442.5 370.707,1442.5 371.051,1442.5 371.394,1442.41 371.738,1442.41 372.082,1442.33 372.425,1442.33 372.769,1442.33 373.113,1442.25 \n",
       "  373.456,1442.17 373.8,1442.17 374.143,1442.09 374.487,1442.01 374.831,1442.01 375.174,1441.93 375.518,1441.93 375.862,1441.93 376.205,1441.85 376.549,1441.85 \n",
       "  376.892,1441.85 377.236,1441.85 377.58,1441.77 377.923,1441.68 378.267,1441.68 378.611,1441.68 378.954,1441.68 379.298,1441.6 379.642,1441.52 379.985,1441.44 \n",
       "  380.329,1441.36 380.672,1441.28 381.016,1441.2 381.36,1441.2 381.703,1441.12 382.047,1441.12 382.391,1440.95 382.734,1440.95 383.078,1440.95 383.421,1440.87 \n",
       "  383.765,1440.87 384.109,1440.79 384.452,1440.79 384.796,1440.79 385.14,1440.79 385.483,1440.79 385.827,1440.71 386.17,1440.71 386.514,1440.63 386.858,1440.63 \n",
       "  387.201,1440.55 387.545,1440.55 387.889,1440.47 388.232,1440.47 388.576,1440.47 388.919,1440.31 389.263,1440.22 389.607,1440.22 389.95,1440.22 390.294,1440.14 \n",
       "  390.638,1440.14 390.981,1440.06 391.325,1439.9 391.669,1439.82 392.012,1439.74 392.356,1439.74 392.699,1439.66 393.043,1439.66 393.387,1439.66 393.73,1439.66 \n",
       "  394.074,1439.58 394.418,1439.41 394.761,1439.41 395.105,1439.33 395.448,1439.17 395.792,1439.17 396.136,1439.17 396.479,1439.17 396.823,1439.09 397.167,1438.93 \n",
       "  397.51,1438.85 397.854,1438.85 398.197,1438.85 398.541,1438.76 398.885,1438.6 399.228,1438.44 399.572,1438.44 399.916,1438.36 400.259,1438.28 400.603,1438.12 \n",
       "  400.946,1438.03 401.29,1438.03 401.634,1438.03 401.977,1438.03 402.321,1438.03 402.665,1437.95 403.008,1437.87 403.352,1437.87 403.695,1437.87 404.039,1437.71 \n",
       "  404.383,1437.63 404.726,1437.55 405.07,1437.55 405.414,1437.47 405.757,1437.3 406.101,1437.3 406.445,1437.14 406.788,1437.14 407.132,1437.06 407.475,1437.06 \n",
       "  407.819,1436.98 408.163,1436.98 408.506,1436.98 408.85,1436.9 409.194,1436.82 409.537,1436.82 409.881,1436.82 410.224,1436.82 410.568,1436.82 410.912,1436.65 \n",
       "  411.255,1436.57 411.599,1436.49 411.943,1436.25 412.286,1436.25 412.63,1436.25 412.973,1436.25 413.317,1436.25 413.661,1436.25 414.004,1436.25 414.348,1436.09 \n",
       "  414.692,1436.01 415.035,1435.92 415.379,1435.84 415.722,1435.76 416.066,1435.68 416.41,1435.6 416.753,1435.52 417.097,1435.52 417.441,1435.36 417.784,1435.28 \n",
       "  418.128,1435.19 418.472,1435.19 418.815,1435.19 419.159,1435.19 419.502,1435.11 419.846,1435.11 420.19,1435.03 420.533,1434.87 420.877,1434.79 421.221,1434.79 \n",
       "  421.564,1434.71 421.908,1434.55 422.251,1434.46 422.595,1434.38 422.939,1434.22 423.282,1434.14 423.626,1433.82 423.97,1433.82 424.313,1433.73 424.657,1433.73 \n",
       "  425,1433.73 425.344,1433.73 425.688,1433.65 426.031,1433.65 426.375,1433.57 426.719,1433.49 427.062,1433.41 427.406,1433.41 427.749,1433.33 428.093,1433.33 \n",
       "  428.437,1433.09 428.78,1433.09 429.124,1432.84 429.468,1432.76 429.811,1432.76 430.155,1432.68 430.499,1432.52 430.842,1432.52 431.186,1432.36 431.529,1432.36 \n",
       "  431.873,1432.27 432.217,1432.19 432.56,1432.19 432.904,1432.11 433.248,1432.11 433.591,1432.11 433.935,1432.11 434.278,1431.95 434.622,1431.63 434.966,1431.54 \n",
       "  435.309,1431.54 435.653,1431.54 435.997,1431.38 436.34,1431.38 436.684,1431.22 437.027,1431.14 437.371,1431.06 437.715,1430.98 438.058,1430.98 438.402,1430.81 \n",
       "  438.746,1430.81 439.089,1430.73 439.433,1430.73 439.776,1430.73 440.12,1430.65 440.464,1430.65 440.807,1430.65 441.151,1430.49 441.495,1430.25 441.838,1430.25 \n",
       "  442.182,1430.17 442.526,1429.92 442.869,1429.76 443.213,1429.6 443.556,1429.52 443.9,1429.52 444.244,1429.35 444.587,1429.27 444.931,1429.11 445.275,1429.11 \n",
       "  445.618,1429.11 445.962,1429.11 446.305,1429.11 446.649,1428.95 446.993,1428.79 447.336,1428.79 447.68,1428.54 448.024,1428.38 448.367,1428.3 448.711,1428.22 \n",
       "  449.054,1428.14 449.398,1427.98 449.742,1427.98 450.085,1427.89 450.429,1427.65 450.773,1427.57 451.116,1427.33 451.46,1427.25 451.803,1427.25 452.147,1427.25 \n",
       "  452.491,1427.16 452.834,1427.08 453.178,1427.08 453.522,1427.08 453.865,1426.84 454.209,1426.68 454.553,1426.6 454.896,1426.6 455.24,1426.43 455.583,1426.19 \n",
       "  455.927,1426.19 456.271,1426.19 456.614,1426.11 456.958,1425.95 457.302,1425.7 457.645,1425.7 457.989,1425.54 458.332,1425.38 458.676,1425.3 459.02,1425.22 \n",
       "  459.363,1425.06 459.707,1425.06 460.051,1424.81 460.394,1424.81 460.738,1424.73 461.081,1424.57 461.425,1424.49 461.769,1424.49 462.112,1424.33 462.456,1424.08 \n",
       "  462.8,1424 463.143,1423.84 463.487,1423.68 463.83,1423.6 464.174,1423.6 464.518,1423.6 464.861,1423.51 465.205,1423.35 465.549,1423.27 465.892,1423.19 \n",
       "  466.236,1423.19 466.58,1423.11 466.923,1422.95 467.267,1422.95 467.61,1422.78 467.954,1422.7 468.298,1422.62 468.641,1422.46 468.985,1422.22 469.329,1422.05 \n",
       "  469.672,1421.97 470.016,1421.97 470.359,1421.89 470.703,1421.81 471.047,1421.81 471.39,1421.57 471.734,1421.57 472.078,1421.49 472.421,1421.24 472.765,1421.24 \n",
       "  473.108,1421.16 473.452,1421.16 473.796,1421.08 474.139,1421 474.483,1420.92 474.827,1420.84 475.17,1420.67 475.514,1420.43 475.857,1420.27 476.201,1420.11 \n",
       "  476.545,1419.94 476.888,1419.94 477.232,1419.78 477.576,1419.54 477.919,1419.54 478.263,1419.38 478.606,1419.38 478.95,1419.38 479.294,1419.13 479.637,1419.13 \n",
       "  479.981,1418.89 480.325,1418.81 480.668,1418.73 481.012,1418.57 481.356,1418.48 481.699,1418.32 482.043,1418.16 482.386,1418.16 482.73,1417.92 483.074,1417.84 \n",
       "  483.417,1417.75 483.761,1417.59 484.105,1417.59 484.448,1417.43 484.792,1417.35 485.135,1417.27 485.479,1417.19 485.823,1417.19 486.166,1417.02 486.51,1416.86 \n",
       "  486.854,1416.7 487.197,1416.62 487.541,1416.54 487.884,1416.46 488.228,1416.46 488.572,1416.38 488.915,1416.21 489.259,1416.13 489.603,1416.05 489.946,1415.65 \n",
       "  490.29,1415.48 490.633,1415.48 490.977,1415.48 491.321,1415.48 491.664,1415.24 492.008,1415.16 492.352,1415.08 492.695,1415 493.039,1414.75 493.383,1414.59 \n",
       "  493.726,1414.51 494.07,1414.51 494.413,1414.43 494.757,1414.43 495.101,1414.35 495.444,1414.02 495.788,1414.02 496.132,1413.54 496.475,1413.46 496.819,1413.46 \n",
       "  497.162,1413.46 497.506,1413.46 497.85,1413.21 498.193,1413.05 498.537,1412.89 498.881,1412.89 499.224,1412.73 499.568,1412.56 499.911,1412.32 500.255,1412.32 \n",
       "  500.599,1412.24 500.942,1412.08 501.286,1412.08 501.63,1412 501.973,1411.67 502.317,1411.43 502.66,1411.35 503.004,1411.27 503.348,1411.18 503.691,1411.18 \n",
       "  504.035,1410.94 504.379,1410.94 504.722,1410.86 505.066,1410.78 505.41,1410.45 505.753,1410.37 506.097,1410.29 506.44,1410.13 506.784,1409.97 507.128,1409.89 \n",
       "  507.471,1409.72 507.815,1409.56 508.159,1409.48 508.502,1409.4 508.846,1409.32 509.189,1409.32 509.533,1409.24 509.877,1409.24 510.22,1408.99 510.564,1408.75 \n",
       "  510.908,1408.59 511.251,1408.59 511.595,1408.51 511.938,1408.26 512.282,1408.26 512.626,1407.94 512.969,1407.78 513.313,1407.7 513.657,1407.53 514,1407.45 \n",
       "  514.344,1407.37 514.687,1407.29 515.031,1407.21 515.375,1407.21 515.718,1407.13 516.062,1407.05 516.406,1406.8 516.749,1406.8 517.093,1406.64 517.437,1406.56 \n",
       "  517.78,1406.16 518.124,1405.91 518.467,1405.91 518.811,1405.67 519.155,1405.67 519.498,1405.59 519.842,1405.26 520.186,1404.94 520.529,1404.94 520.873,1404.94 \n",
       "  521.216,1404.94 521.56,1404.86 521.904,1404.78 522.247,1404.78 522.591,1404.61 522.935,1404.61 523.278,1404.29 523.622,1404.13 523.965,1404.13 524.309,1404.13 \n",
       "  524.653,1403.8 524.996,1403.4 525.34,1403.4 525.684,1403.32 526.027,1402.91 526.371,1402.91 526.714,1402.91 527.058,1402.83 527.402,1402.67 527.745,1402.5 \n",
       "  528.089,1402.34 528.433,1402.26 528.776,1402.26 529.12,1402.26 529.464,1402.1 529.807,1402.1 530.151,1401.69 530.494,1401.45 530.838,1401.45 531.182,1401.29 \n",
       "  531.525,1401.21 531.869,1401.04 532.213,1400.88 532.556,1400.88 532.9,1400.72 533.243,1400.48 533.587,1400.31 533.931,1400.07 534.274,1400.07 534.618,1399.99 \n",
       "  534.962,1399.91 535.305,1399.91 535.649,1399.67 535.992,1399.5 536.336,1399.5 536.68,1399.34 537.023,1399.18 537.367,1399.02 537.711,1398.85 538.054,1398.77 \n",
       "  538.398,1398.69 538.741,1398.61 539.085,1398.45 539.429,1398.29 539.772,1398.04 540.116,1397.96 540.46,1397.8 540.803,1397.72 541.147,1397.56 541.49,1397.39 \n",
       "  541.834,1397.39 542.178,1397.39 542.521,1397.23 542.865,1397.15 543.209,1397.07 543.552,1396.99 543.896,1396.75 544.24,1396.58 544.583,1396.42 544.927,1396.26 \n",
       "  545.27,1396.18 545.614,1396.1 545.958,1395.93 546.301,1395.85 546.645,1395.69 546.989,1395.45 547.332,1395.2 547.676,1395.2 548.019,1395.12 548.363,1395.04 \n",
       "  548.707,1394.88 549.05,1394.72 549.394,1394.56 549.738,1394.56 550.081,1394.31 550.425,1394.31 550.768,1394.15 551.112,1394.07 551.456,1393.99 551.799,1393.91 \n",
       "  552.143,1393.74 552.487,1393.5 552.83,1393.1 553.174,1393.01 553.517,1392.77 553.861,1392.61 554.205,1392.53 554.548,1392.45 554.892,1392.2 555.236,1392.2 \n",
       "  555.579,1392.04 555.923,1391.96 556.267,1391.88 556.61,1391.88 556.954,1391.72 557.297,1391.55 557.641,1391.55 557.985,1391.55 558.328,1391.31 558.672,1391.23 \n",
       "  559.016,1390.91 559.359,1390.82 559.703,1390.58 560.046,1390.42 560.39,1390.34 560.734,1390.09 561.077,1389.93 561.421,1389.77 561.765,1389.69 562.108,1389.61 \n",
       "  562.452,1389.61 562.795,1389.44 563.139,1389.36 563.483,1389.36 563.826,1389.28 564.17,1388.96 564.514,1388.63 564.857,1388.55 565.201,1388.39 565.544,1388.39 \n",
       "  565.888,1388.31 566.232,1388.23 566.575,1387.98 566.919,1387.82 567.263,1387.58 567.606,1387.58 567.95,1387.5 568.294,1387.5 568.637,1387.42 568.981,1387.25 \n",
       "  569.324,1386.93 569.668,1386.85 570.012,1386.61 570.355,1386.36 570.699,1386.12 571.043,1386.12 571.386,1386.04 571.73,1385.88 572.073,1385.79 572.417,1385.71 \n",
       "  572.761,1385.55 573.104,1385.55 573.448,1385.23 573.792,1385.15 574.135,1385.06 574.479,1384.98 574.822,1384.74 575.166,1384.58 575.51,1384.33 575.853,1384.33 \n",
       "  576.197,1384.33 576.541,1384.01 576.884,1383.85 577.228,1383.6 577.571,1383.44 577.915,1383.2 578.259,1383.2 578.602,1383.2 578.946,1383.04 579.29,1383.04 \n",
       "  579.633,1382.87 579.977,1382.79 580.321,1382.71 580.664,1382.63 581.008,1382.47 581.351,1382.31 581.695,1382.06 582.039,1381.82 582.382,1381.74 582.726,1381.5 \n",
       "  583.07,1381.25 583.413,1381.09 583.757,1380.85 584.1,1380.77 584.444,1380.68 584.788,1380.52 585.131,1380.36 585.475,1380.28 585.819,1380.2 586.162,1380.04 \n",
       "  586.506,1379.87 586.849,1379.87 587.193,1379.71 587.537,1379.63 587.88,1379.63 588.224,1379.39 588.568,1379.31 588.911,1379.06 589.255,1378.74 589.598,1378.41 \n",
       "  589.942,1378.33 590.286,1378.33 590.629,1378.09 590.973,1377.85 591.317,1377.52 591.66,1377.52 592.004,1377.44 592.348,1377.28 592.691,1377.03 593.035,1376.87 \n",
       "  593.378,1376.87 593.722,1376.79 594.066,1376.79 594.409,1376.55 594.753,1376.47 595.097,1376.39 595.44,1376.14 595.784,1375.9 596.127,1375.57 596.471,1375.57 \n",
       "  596.815,1375.33 597.158,1375.17 597.502,1375.17 597.846,1375.01 598.189,1374.76 598.533,1374.68 598.876,1374.6 599.22,1374.28 599.564,1374.03 599.907,1373.79 \n",
       "  600.251,1373.71 600.595,1373.63 600.938,1373.55 601.282,1373.38 601.625,1373.06 601.969,1373.06 602.313,1372.98 602.656,1372.65 603,1372.57 603.344,1372.33 \n",
       "  603.687,1372.17 604.031,1372.17 604.374,1371.92 604.718,1371.76 605.062,1371.76 605.405,1371.68 605.749,1371.44 606.093,1371.19 606.436,1371.19 606.78,1371.11 \n",
       "  607.124,1370.71 607.467,1370.71 607.811,1370.54 608.154,1370.3 608.498,1370.14 608.842,1369.98 609.185,1369.9 609.529,1369.65 609.873,1369.33 610.216,1369.17 \n",
       "  610.56,1369.08 610.903,1368.84 611.247,1368.84 611.591,1368.44 611.934,1368.19 612.278,1368.19 612.622,1368.03 612.965,1368.03 613.309,1367.95 613.652,1367.79 \n",
       "  613.996,1367.46 614.34,1367.38 614.683,1367.14 615.027,1367.06 615.371,1366.89 615.714,1366.73 616.058,1366.49 616.401,1366.33 616.745,1366.16 617.089,1365.84 \n",
       "  617.432,1365.76 617.776,1365.6 618.12,1365.35 618.463,1365.27 618.807,1365.27 619.151,1365.19 619.494,1364.87 619.838,1364.62 620.181,1364.46 620.525,1364.3 \n",
       "  620.869,1364.22 621.212,1364.14 621.556,1363.97 621.9,1363.65 622.243,1363.49 622.587,1363.24 622.93,1363.16 623.274,1363 623.618,1362.92 623.961,1362.84 \n",
       "  624.305,1362.6 624.649,1362.35 624.992,1362.11 625.336,1361.87 625.679,1361.78 626.023,1361.7 626.367,1361.62 626.71,1361.46 627.054,1361.14 627.398,1360.81 \n",
       "  627.741,1360.81 628.085,1360.73 628.428,1360.57 628.772,1360.16 629.116,1360.08 629.459,1360 629.803,1360 630.147,1359.84 630.49,1359.59 630.834,1359.43 \n",
       "  631.178,1359.27 631.521,1359.11 631.865,1359.03 632.208,1358.62 632.552,1358.62 632.896,1358.54 633.239,1358.46 633.583,1358.13 633.927,1357.89 634.27,1357.81 \n",
       "  634.614,1357.81 634.957,1357.57 635.301,1357.48 635.645,1357.08 635.988,1357 636.332,1356.84 636.676,1356.59 637.019,1356.43 637.363,1356.27 637.706,1356.02 \n",
       "  638.05,1355.94 638.394,1355.94 638.737,1355.86 639.081,1355.54 639.425,1355.46 639.768,1355.38 640.112,1355.29 640.455,1355.05 640.799,1354.97 641.143,1354.73 \n",
       "  641.486,1354.4 641.83,1354.16 642.174,1353.92 642.517,1353.83 642.861,1353.59 643.205,1353.59 643.548,1353.43 643.892,1353.35 644.235,1353.02 644.579,1352.78 \n",
       "  644.923,1352.7 645.266,1352.62 645.61,1352.46 645.954,1352.37 646.297,1352.29 646.641,1352.21 646.984,1351.97 647.328,1351.73 647.672,1351.48 648.015,1351.08 \n",
       "  648.359,1350.91 648.703,1350.75 649.046,1350.67 649.39,1350.59 649.733,1350.43 650.077,1350.27 650.421,1350.1 650.764,1349.94 651.108,1349.7 651.452,1349.37 \n",
       "  651.795,1349.29 652.139,1349.29 652.482,1349.13 652.826,1348.97 653.17,1348.89 653.513,1348.72 653.857,1348.64 654.201,1348.48 654.544,1348.24 654.888,1347.99 \n",
       "  655.232,1347.83 655.575,1347.75 655.919,1347.43 656.262,1347.43 656.606,1347.1 656.95,1346.94 657.293,1346.7 657.637,1346.45 657.981,1346.37 658.324,1346.13 \n",
       "  658.668,1346.05 659.011,1345.97 659.355,1345.8 659.699,1345.64 660.042,1345.48 660.386,1345.4 660.73,1345.07 661.073,1344.99 661.417,1344.99 661.76,1344.67 \n",
       "  662.104,1344.59 662.448,1344.34 662.791,1344.18 663.135,1344.1 663.479,1343.78 663.822,1343.53 664.166,1343.53 664.509,1343.37 664.853,1343.05 665.197,1342.96 \n",
       "  665.54,1342.8 665.884,1342.72 666.228,1342.64 666.571,1342.48 666.915,1342.32 667.258,1342.23 667.602,1342.23 667.946,1341.91 668.289,1341.5 668.633,1341.5 \n",
       "  668.977,1341.42 669.32,1341.02 669.664,1340.86 670.008,1340.69 670.351,1340.53 670.695,1340.37 671.038,1340.21 671.382,1339.96 671.726,1339.56 672.069,1339.56 \n",
       "  672.413,1339.48 672.757,1339.4 673.1,1339.31 673.444,1339.07 673.787,1338.83 674.131,1338.67 674.475,1338.67 674.818,1338.67 675.162,1338.42 675.506,1338.18 \n",
       "  675.849,1337.85 676.193,1337.53 676.536,1337.45 676.88,1337.29 677.224,1337.04 677.567,1336.88 677.911,1336.64 678.255,1336.48 678.598,1336.31 678.942,1336.07 \n",
       "  679.285,1335.91 679.629,1335.83 679.973,1335.75 680.316,1335.66 680.66,1335.58 681.004,1335.26 681.347,1335.18 681.691,1335.02 682.035,1334.61 682.378,1334.37 \n",
       "  682.722,1334.37 683.065,1334.12 683.409,1333.96 683.753,1333.8 684.096,1333.64 684.44,1333.47 684.784,1333.47 685.127,1333.15 685.471,1333.07 685.814,1333.07 \n",
       "  686.158,1332.74 686.502,1332.66 686.845,1332.42 687.189,1332.42 687.533,1331.85 687.876,1331.69 688.22,1331.61 688.563,1331.45 688.907,1331.12 689.251,1331.04 \n",
       "  689.594,1330.96 689.938,1330.88 690.282,1330.88 690.625,1330.47 690.969,1330.39 691.312,1330.23 691.656,1329.99 692,1329.74 692.343,1329.5 692.687,1329.5 \n",
       "  693.031,1329.42 693.374,1329.18 693.718,1329.01 694.062,1328.61 694.405,1328.36 694.749,1328.2 695.092,1328.04 695.436,1327.96 695.78,1327.96 696.123,1327.71 \n",
       "  696.467,1327.71 696.811,1327.55 697.154,1327.47 697.498,1327.07 697.841,1326.98 698.185,1326.82 698.529,1326.82 698.872,1326.42 699.216,1326.34 699.56,1326.01 \n",
       "  699.903,1325.85 700.247,1325.85 700.59,1325.28 700.934,1325.12 701.278,1325.12 701.621,1324.96 701.965,1324.79 702.309,1324.63 702.652,1324.55 702.996,1324.39 \n",
       "  703.339,1324.31 703.683,1323.98 704.027,1323.98 704.37,1323.74 704.714,1323.58 705.058,1323.25 705.401,1323.09 705.745,1322.85 706.089,1322.69 706.432,1322.52 \n",
       "  706.776,1322.28 707.119,1322.2 707.463,1322.12 707.807,1321.96 708.15,1321.71 708.494,1321.63 708.838,1321.47 709.181,1321.31 709.525,1321.06 709.868,1320.98 \n",
       "  710.212,1320.98 710.556,1320.82 710.899,1320.5 711.243,1320.17 711.587,1319.93 711.93,1319.52 712.274,1319.52 712.617,1319.28 712.961,1319.04 713.305,1319.04 \n",
       "  713.648,1318.71 713.992,1318.63 714.336,1318.63 714.679,1318.39 715.023,1318.22 715.366,1318.06 715.71,1317.9 716.054,1317.74 716.397,1317.74 716.741,1317.58 \n",
       "  717.085,1317.25 717.428,1316.93 717.772,1316.85 718.116,1316.44 718.459,1316.36 718.803,1316.28 719.146,1315.95 719.49,1315.87 719.834,1315.71 720.177,1315.63 \n",
       "  720.521,1315.47 720.865,1315.3 721.208,1315.3 721.552,1315.06 721.895,1314.82 722.239,1314.41 722.583,1314.17 722.926,1314.01 723.27,1313.84 723.614,1313.68 \n",
       "  723.957,1313.44 724.301,1313.44 724.644,1313.2 724.988,1313.11 725.332,1312.87 725.675,1312.79 726.019,1312.63 726.363,1312.55 726.706,1312.47 727.05,1312.06 \n",
       "  727.393,1311.98 727.737,1311.73 728.081,1311.49 728.424,1311.17 728.768,1311.09 729.112,1310.92 729.455,1310.6 729.799,1310.36 730.142,1310.11 730.486,1309.95 \n",
       "  730.83,1309.79 731.173,1309.71 731.517,1309.63 731.861,1309.46 732.204,1309.22 732.548,1309.14 732.892,1308.98 733.235,1308.9 733.579,1308.57 733.922,1308.33 \n",
       "  734.266,1308.25 734.61,1307.92 734.953,1307.92 735.297,1307.6 735.641,1307.35 735.984,1307.35 736.328,1306.95 736.671,1306.71 737.015,1306.71 737.359,1306.54 \n",
       "  737.702,1306.54 738.046,1306.3 738.39,1306.06 738.733,1305.89 739.077,1305.73 739.42,1305.57 739.764,1305.33 740.108,1304.92 740.451,1304.92 740.795,1304.76 \n",
       "  741.139,1304.68 741.482,1304.27 741.826,1304.11 742.169,1303.95 742.513,1303.79 742.857,1303.54 743.2,1303.46 743.544,1303.22 743.888,1302.97 744.231,1302.81 \n",
       "  744.575,1302.73 744.919,1302.65 745.262,1302.49 745.606,1302.33 745.949,1301.92 746.293,1301.84 746.637,1301.68 746.98,1301.19 747.324,1301.03 747.668,1300.7 \n",
       "  748.011,1300.7 748.355,1300.54 748.698,1300.38 749.042,1300.05 749.386,1299.89 749.729,1299.81 750.073,1299.81 750.417,1299.73 750.76,1299.65 751.104,1299.32 \n",
       "  751.447,1298.92 751.791,1298.76 752.135,1298.68 752.478,1298.59 752.822,1298.51 753.166,1298.03 753.509,1297.86 753.853,1297.62 754.196,1297.46 754.54,1297.05 \n",
       "  754.884,1296.89 755.227,1296.89 755.571,1296.73 755.915,1296.65 756.258,1296.65 756.602,1296.24 756.946,1296 757.289,1295.67 757.633,1295.43 757.976,1295.43 \n",
       "  758.32,1295.27 758.664,1294.94 759.007,1294.86 759.351,1294.78 759.695,1294.62 760.038,1294.54 760.382,1294.29 760.725,1294.13 761.069,1293.97 761.413,1293.73 \n",
       "  761.756,1293.48 762.1,1293.32 762.444,1293.24 762.787,1293.08 763.131,1292.83 763.474,1292.75 763.818,1292.43 764.162,1292.19 764.505,1292.02 764.849,1291.86 \n",
       "  765.193,1291.62 765.536,1291.46 765.88,1291.29 766.223,1291.13 766.567,1291.05 766.911,1291.05 767.254,1290.89 767.598,1290.56 767.942,1290.32 768.285,1290.16 \n",
       "  768.629,1289.83 768.973,1289.83 769.316,1289.51 769.66,1289.18 770.003,1288.94 770.347,1288.7 770.691,1288.54 771.034,1288.45 771.378,1288.29 771.722,1287.97 \n",
       "  772.065,1287.89 772.409,1287.81 772.752,1287.56 773.096,1287.48 773.44,1287.16 773.783,1286.99 774.127,1286.75 774.471,1286.75 774.814,1286.59 775.158,1286.35 \n",
       "  775.501,1286.26 775.845,1285.86 776.189,1285.62 776.532,1285.29 776.876,1285.21 777.22,1284.97 777.563,1284.56 777.907,1284.48 778.25,1284.24 778.594,1284.24 \n",
       "  778.938,1283.99 779.281,1283.83 779.625,1283.59 779.969,1283.59 780.312,1283.43 780.656,1283.34 781,1282.94 781.343,1282.78 781.687,1282.53 782.03,1282.13 \n",
       "  782.374,1282.05 782.718,1281.72 783.061,1281.72 783.405,1281.48 783.749,1281.15 784.092,1281.07 784.436,1280.91 784.779,1280.42 785.123,1280.42 785.467,1280.26 \n",
       "  785.81,1280.18 786.154,1280.18 786.498,1279.77 786.841,1279.53 787.185,1279.21 787.528,1279.04 787.872,1279.04 788.216,1278.8 788.559,1278.48 788.903,1278.31 \n",
       "  789.247,1278.31 789.59,1278.07 789.934,1277.99 790.277,1277.58 790.621,1277.42 790.965,1277.42 791.308,1277.26 791.652,1277.1 791.996,1277.02 792.339,1276.77 \n",
       "  792.683,1276.53 793.027,1276.21 793.37,1276.04 793.714,1275.72 794.057,1275.48 794.401,1275.31 794.745,1275.23 795.088,1274.91 795.432,1274.83 795.776,1274.66 \n",
       "  796.119,1274.66 796.463,1274.5 796.806,1274.42 797.15,1274.26 797.494,1274.02 797.837,1273.77 798.181,1273.69 798.525,1273.37 798.868,1273.29 799.212,1272.96 \n",
       "  799.555,1272.47 799.899,1272.23 800.243,1272.15 800.586,1271.91 800.93,1271.66 801.274,1271.58 801.617,1271.34 801.961,1271.26 802.304,1271.18 802.648,1271.1 \n",
       "  802.992,1271.1 803.335,1270.85 803.679,1270.53 804.023,1270.37 804.366,1270.2 804.71,1269.96 805.053,1269.64 805.397,1269.55 805.741,1269.07 806.084,1268.74 \n",
       "  806.428,1268.42 806.772,1268.34 807.115,1268.18 807.459,1268.18 807.803,1268.09 808.146,1267.93 808.49,1267.77 808.833,1267.61 809.177,1267.53 809.521,1267.36 \n",
       "  809.864,1267.12 810.208,1266.88 810.552,1266.63 810.895,1266.31 811.239,1266.15 811.582,1265.9 811.926,1265.74 812.27,1265.58 812.613,1265.09 812.957,1264.69 \n",
       "  813.301,1264.52 813.644,1264.44 813.988,1264.36 814.331,1264.28 814.675,1264.12 815.019,1263.88 815.362,1263.79 815.706,1263.47 816.05,1263.39 816.393,1262.9 \n",
       "  816.737,1262.9 817.08,1262.82 817.424,1262.66 817.768,1262.5 818.111,1262.17 818.455,1261.77 818.799,1261.44 819.142,1261.2 819.486,1261.12 819.83,1261.12 \n",
       "  820.173,1260.96 820.517,1260.71 820.86,1260.55 821.204,1260.55 821.548,1260.47 821.891,1260.23 822.235,1260.06 822.579,1259.74 822.922,1259.58 823.266,1259.41 \n",
       "  823.609,1259.33 823.953,1259.01 824.297,1258.68 824.64,1258.44 824.984,1258.12 825.328,1258.04 825.671,1257.87 826.015,1257.71 826.358,1257.55 826.702,1257.39 \n",
       "  827.046,1257.31 827.389,1257.14 827.733,1256.98 828.077,1256.66 828.42,1256.41 828.764,1256.25 829.107,1256.09 829.451,1255.93 829.795,1255.93 830.138,1255.6 \n",
       "  830.482,1255.44 830.826,1254.95 831.169,1254.63 831.513,1254.39 831.857,1254.14 832.2,1253.9 832.544,1253.82 832.887,1253.82 833.231,1253.82 833.575,1253.25 \n",
       "  833.918,1253.17 834.262,1253.01 834.606,1252.84 834.949,1252.68 835.293,1252.52 835.636,1252.36 835.98,1252.2 836.324,1251.79 836.667,1251.55 837.011,1251.3 \n",
       "  837.355,1251.3 837.698,1251.06 838.042,1250.9 838.385,1250.65 838.729,1250.33 839.073,1250.25 839.416,1250 839.76,1249.84 840.104,1249.68 840.447,1249.36 \n",
       "  840.791,1249.36 841.134,1249.27 841.478,1248.87 841.822,1248.54 842.165,1248.46 842.509,1248.38 842.853,1248.22 843.196,1247.9 843.54,1247.73 843.884,1247.65 \n",
       "  844.227,1247.49 844.571,1247.33 844.914,1247.08 845.258,1246.84 845.602,1246.68 845.945,1246.35 846.289,1246.19 846.633,1245.95 846.976,1245.71 847.32,1245.54 \n",
       "  847.663,1245.46 848.007,1245.14 848.351,1244.98 848.694,1244.65 849.038,1244.41 849.382,1244.25 849.725,1244 850.069,1244 850.412,1243.76 850.756,1243.68 \n",
       "  851.1,1243.68 851.443,1243.27 851.787,1243.11 852.131,1242.87 852.474,1242.7 852.818,1242.54 853.161,1242.22 853.505,1241.81 853.849,1241.73 854.192,1241.57 \n",
       "  854.536,1241.33 854.88,1241.24 855.223,1240.84 855.567,1240.68 855.911,1240.51 856.254,1240.27 856.598,1240.19 856.941,1240.19 857.285,1240.03 857.629,1239.7 \n",
       "  857.972,1239.46 858.316,1239.38 858.66,1239.3 859.003,1238.97 859.347,1238.89 859.69,1238.81 860.034,1238.65 860.378,1238.32 860.721,1238 861.065,1237.84 \n",
       "  861.409,1237.51 861.752,1237.27 862.096,1236.95 862.439,1236.78 862.783,1236.7 863.127,1236.7 863.47,1236.22 863.814,1236.05 864.158,1235.97 864.501,1235.57 \n",
       "  864.845,1235.49 865.188,1235.49 865.532,1235.32 865.876,1235.16 866.219,1234.84 866.563,1234.84 866.907,1234.67 867.25,1234.43 867.594,1233.94 867.937,1233.7 \n",
       "  868.281,1233.62 868.625,1233.46 868.968,1233.21 869.312,1232.89 869.656,1232.65 869.999,1232.56 870.343,1232.24 870.687,1232.24 871.03,1232.16 871.374,1231.83 \n",
       "  871.717,1231.35 872.061,1231.19 872.405,1231.02 872.748,1230.78 873.092,1230.54 873.436,1230.54 873.779,1230.46 874.123,1230.29 874.466,1230.13 874.81,1229.97 \n",
       "  875.154,1229.64 875.497,1229.16 875.841,1228.83 876.185,1228.83 876.528,1228.75 876.872,1228.59 877.215,1228.43 877.559,1228.27 877.903,1228.02 878.246,1227.94 \n",
       "  878.59,1227.45 878.934,1226.97 879.277,1226.89 879.621,1226.81 879.964,1226.56 880.308,1226.56 880.652,1226.32 880.995,1225.83 881.339,1225.67 881.683,1225.59 \n",
       "  882.026,1225.26 882.37,1225.1 882.714,1224.94 883.057,1224.86 883.401,1224.78 883.744,1224.53 884.088,1224.13 884.432,1224.05 884.775,1223.8 885.119,1223.56 \n",
       "  885.463,1223.4 885.806,1223.16 886.15,1222.91 886.493,1222.67 886.837,1222.34 887.181,1222.26 887.524,1222.1 887.868,1221.86 888.212,1221.86 888.555,1221.78 \n",
       "  888.899,1221.7 889.242,1221.21 889.586,1221.13 889.93,1220.88 890.273,1220.72 890.617,1220.4 890.961,1219.99 891.304,1219.91 891.648,1219.75 891.991,1219.51 \n",
       "  892.335,1219.1 892.679,1218.86 893.022,1218.69 893.366,1218.53 893.71,1218.45 894.053,1218.37 894.397,1218.21 894.741,1217.96 895.084,1217.72 895.428,1217.48 \n",
       "  895.771,1217.31 896.115,1217.23 896.459,1216.99 896.802,1216.91 897.146,1216.75 897.49,1216.42 897.833,1216.1 898.177,1215.69 898.52,1215.53 898.864,1215.29 \n",
       "  899.208,1214.96 899.551,1214.8 899.895,1214.72 900.239,1214.56 900.582,1214.31 900.926,1214.15 901.269,1213.99 901.613,1213.91 901.957,1213.66 902.3,1213.5 \n",
       "  902.644,1213.26 902.988,1213.18 903.331,1212.93 903.675,1212.77 904.018,1212.37 904.362,1212.12 904.706,1211.64 905.049,1211.39 905.393,1211.23 905.737,1211.15 \n",
       "  906.08,1211.15 906.424,1211.07 906.768,1210.74 907.111,1210.58 907.455,1210.42 907.798,1210.26 908.142,1210.01 908.486,1209.85 908.829,1209.69 909.173,1209.2 \n",
       "  909.517,1208.8 909.86,1208.8 910.204,1208.47 910.547,1208.23 910.891,1208.15 911.235,1208.15 911.578,1207.82 911.922,1207.74 912.266,1207.34 912.609,1207.09 \n",
       "  912.953,1207.01 913.296,1206.85 913.64,1206.69 913.984,1206.53 914.327,1206.45 914.671,1206.2 915.015,1205.96 915.358,1205.72 915.702,1205.47 916.045,1204.99 \n",
       "  916.389,1204.82 916.733,1204.74 917.076,1204.66 917.42,1204.5 917.764,1204.34 918.107,1204.09 918.451,1203.85 918.795,1203.61 919.138,1203.28 919.482,1203.2 \n",
       "  919.825,1203.12 920.169,1202.71 920.513,1202.71 920.856,1202.55 921.2,1202.39 921.544,1202.31 921.887,1202.15 922.231,1201.82 922.574,1201.5 922.918,1201.17 \n",
       "  923.262,1201.01 923.605,1200.85 923.949,1200.69 924.293,1200.52 924.636,1200.04 924.98,1200.04 925.323,1199.79 925.667,1199.63 926.011,1199.63 926.354,1199.39 \n",
       "  926.698,1199.06 927.042,1198.98 927.385,1198.82 927.729,1198.58 928.072,1198.17 928.416,1197.93 928.76,1197.68 929.103,1197.36 929.447,1197.2 929.791,1197.12 \n",
       "  930.134,1196.95 930.478,1196.95 930.821,1196.55 931.165,1196.55 931.509,1196.39 931.852,1196.22 932.196,1196.06 932.54,1195.82 932.883,1195.74 933.227,1195.41 \n",
       "  933.571,1195.17 933.914,1194.93 934.258,1194.93 934.601,1194.68 934.945,1193.95 935.289,1193.71 935.632,1193.47 935.976,1193.39 936.32,1193.14 936.663,1193.06 \n",
       "  937.007,1192.82 937.35,1192.66 937.694,1192.66 938.038,1192.57 938.381,1192.41 938.725,1192.09 939.069,1191.93 939.412,1191.76 939.756,1191.6 940.099,1191.44 \n",
       "  940.443,1191.2 940.787,1190.87 941.13,1190.71 941.474,1190.47 941.818,1190.22 942.161,1190.06 942.505,1189.57 942.848,1189.49 943.192,1189.41 943.536,1189.25 \n",
       "  943.879,1189.09 944.223,1188.92 944.567,1188.76 944.91,1188.52 945.254,1188.19 945.598,1188.11 945.941,1187.71 946.285,1187.63 946.628,1187.46 946.972,1187.22 \n",
       "  947.316,1187.14 947.659,1186.65 948.003,1186.41 948.347,1186.25 948.69,1186.17 949.034,1186.17 949.377,1185.92 949.721,1185.6 950.065,1185.35 950.408,1185.19 \n",
       "  950.752,1185.11 951.096,1184.71 951.439,1184.62 951.783,1184.54 952.126,1184.3 952.47,1184.14 952.814,1183.81 953.157,1183.33 953.501,1182.92 953.845,1182.68 \n",
       "  954.188,1182.6 954.532,1182.6 954.875,1182.52 955.219,1182.52 955.563,1182.43 955.906,1182.43 956.25,1182.19 956.594,1181.95 956.937,1181.79 957.281,1181.3 \n",
       "  957.625,1181.14 957.968,1181.06 958.312,1180.73 958.655,1180.41 958.999,1180.16 959.343,1179.92 959.686,1179.6 960.03,1179.27 960.374,1179.11 960.717,1179.11 \n",
       "  961.061,1179.03 961.404,1179.03 961.748,1178.7 962.092,1178.54 962.435,1178.54 962.779,1178.22 963.123,1178.22 963.466,1177.81 963.81,1177.32 964.153,1177.32 \n",
       "  964.497,1177.32 964.841,1177 965.184,1176.59 965.528,1176.35 965.872,1176.03 966.215,1175.86 966.559,1175.62 966.902,1175.46 967.246,1175.3 967.59,1175.3 \n",
       "  967.933,1175.13 968.277,1174.89 968.621,1174.81 968.964,1174.49 969.308,1174.32 969.652,1174.08 969.995,1173.76 970.339,1173.59 970.682,1173.35 971.026,1173.27 \n",
       "  971.37,1172.86 971.713,1172.78 972.057,1172.54 972.401,1172.38 972.744,1172.05 973.088,1171.97 973.431,1171.73 973.775,1171.48 974.119,1171.48 974.462,1171.32 \n",
       "  974.806,1171.16 975.15,1170.92 975.493,1170.51 975.837,1170.27 976.18,1170.19 976.524,1169.94 976.868,1169.78 977.211,1169.7 977.555,1169.37 977.899,1169.21 \n",
       "  978.242,1169.21 978.586,1169.05 978.929,1168.81 979.273,1168.48 979.617,1168.16 979.96,1167.91 980.304,1167.91 980.648,1167.83 980.991,1167.51 981.335,1167.18 \n",
       "  981.679,1167.1 982.022,1166.78 982.366,1166.37 982.709,1166.05 983.053,1165.97 983.397,1165.81 983.74,1165.64 984.084,1165.64 984.428,1165.32 984.771,1165.08 \n",
       "  985.115,1164.99 985.458,1164.83 985.802,1164.51 986.146,1164.51 986.489,1164.35 986.833,1164.1 987.177,1163.78 987.52,1163.37 987.864,1163.21 988.207,1163.05 \n",
       "  988.551,1162.64 988.895,1162.56 989.238,1162.32 989.582,1162.24 989.926,1162.07 990.269,1161.83 990.613,1161.67 990.956,1161.51 991.3,1161.51 991.644,1161.34 \n",
       "  991.987,1161.26 992.331,1161.1 992.675,1160.61 993.018,1160.29 993.362,1159.97 993.705,1159.8 994.049,1159.48 994.393,1159.4 994.736,1159.15 995.08,1158.91 \n",
       "  995.424,1158.59 995.767,1158.42 996.111,1158.42 996.455,1158.18 996.798,1158.02 997.142,1157.94 997.485,1157.78 997.829,1157.69 998.173,1157.53 998.516,1157.21 \n",
       "  998.86,1156.8 999.204,1156.48 999.547,1156.23 999.891,1156.15 1000.23,1155.91 1000.58,1155.83 1000.92,1155.42 1001.27,1155.26 1001.61,1155.02 1001.95,1154.77 \n",
       "  1002.3,1154.61 1002.64,1154.45 1002.98,1154.45 1003.33,1154.37 1003.67,1154.12 1004.01,1154.12 1004.36,1153.96 1004.7,1153.72 1005.05,1153.15 1005.39,1152.83 \n",
       "  1005.73,1152.58 1006.08,1152.42 1006.42,1152.18 1006.76,1152.1 1007.11,1151.93 1007.45,1151.77 1007.79,1151.45 1008.14,1151.12 1008.48,1150.88 1008.83,1150.88 \n",
       "  1009.17,1150.8 1009.51,1150.64 1009.86,1150.47 1010.2,1150.47 1010.54,1150.15 1010.89,1149.91 1011.23,1149.58 1011.57,1149.5 1011.92,1149.01 1012.26,1148.93 \n",
       "  1012.61,1148.85 1012.95,1148.69 1013.29,1148.28 1013.64,1147.88 1013.98,1147.47 1014.32,1147.47 1014.67,1147.31 1015.01,1147.23 1015.35,1147.07 1015.7,1147.07 \n",
       "  1016.04,1146.82 1016.38,1146.74 1016.73,1146.5 1017.07,1146.26 1017.42,1145.85 1017.76,1145.69 1018.1,1145.53 1018.45,1145.36 1018.79,1145.28 1019.13,1145.12 \n",
       "  1019.48,1144.88 1019.82,1144.63 1020.16,1144.47 1020.51,1144.23 1020.85,1143.74 1021.2,1143.58 1021.54,1143.5 1021.88,1143.34 1022.23,1143.09 1022.57,1142.93 \n",
       "  1022.91,1142.69 1023.26,1142.44 1023.6,1142.28 1023.94,1142.2 1024.29,1142.12 1024.63,1141.96 1024.98,1141.55 1025.32,1141.47 1025.66,1141.31 1026.01,1141.06 \n",
       "  1026.35,1141.06 1026.69,1140.58 1027.04,1140.17 1027.38,1139.85 1027.72,1139.69 1028.07,1139.52 1028.41,1139.36 1028.76,1139.12 1029.1,1138.87 1029.44,1138.79 \n",
       "  1029.79,1138.63 1030.13,1138.63 1030.47,1138.23 1030.82,1138.23 1031.16,1138.14 1031.5,1137.9 1031.85,1137.82 1032.19,1137.74 1032.54,1137.58 1032.88,1137.17 \n",
       "  1033.22,1136.77 1033.57,1136.28 1033.91,1135.95 1034.25,1135.79 1034.6,1135.71 1034.94,1135.55 1035.28,1135.39 1035.63,1135.31 1035.97,1134.9 1036.32,1134.9 \n",
       "  1036.66,1134.66 1037,1134.66 1037.35,1134.49 1037.69,1134.41 1038.03,1134.25 1038.38,1134.01 1038.72,1133.68 1039.06,1133.68 1039.41,1133.44 1039.75,1132.95 \n",
       "  1040.1,1132.55 1040.44,1132.3 1040.78,1132.06 1041.13,1131.98 1041.47,1131.66 1041.81,1131.66 1042.16,1131.49 1042.5,1131.49 1042.84,1131.25 1043.19,1131.09 \n",
       "  1043.53,1130.93 1043.88,1130.6 1044.22,1130.36 1044.56,1130.28 1044.91,1130.03 1045.25,1129.79 1045.59,1129.38 1045.94,1129.14 1046.28,1129.14 1046.62,1128.9 \n",
       "  1046.97,1128.65 1047.31,1128.41 1047.66,1128.33 1048,1128.01 1048.34,1127.92 1048.69,1127.68 1049.03,1127.68 1049.37,1127.52 1049.72,1127.28 1050.06,1126.87 \n",
       "  1050.4,1126.55 1050.75,1126.3 1051.09,1126.06 1051.44,1125.9 1051.78,1125.82 1052.12,1125.65 1052.47,1125.33 1052.81,1125.25 1053.15,1125.08 1053.5,1124.6 \n",
       "  1053.84,1124.44 1054.18,1124.35 1054.53,1124.27 1054.87,1124.03 1055.21,1123.95 1055.56,1123.79 1055.9,1123.54 1056.25,1123.3 1056.59,1122.98 1056.93,1122.65 \n",
       "  1057.28,1122.25 1057.62,1122.25 1057.96,1122.08 1058.31,1121.84 1058.65,1121.6 1058.99,1121.6 1059.34,1121.35 1059.68,1120.95 1060.03,1120.87 1060.37,1120.7 \n",
       "  1060.71,1120.62 1061.06,1120.46 1061.4,1120.22 1061.74,1119.97 1062.09,1119.89 1062.43,1119.81 1062.77,1119.57 1063.12,1119.33 1063.46,1118.92 1063.81,1118.43 \n",
       "  1064.15,1118.19 1064.49,1118.19 1064.84,1117.87 1065.18,1117.78 1065.52,1117.62 1065.87,1117.54 1066.21,1117.3 1066.55,1117.22 1066.9,1117.14 1067.24,1116.81 \n",
       "  1067.59,1116.57 1067.93,1116.57 1068.27,1116.32 1068.62,1116.16 1068.96,1115.84 1069.3,1115.59 1069.65,1115.35 1069.99,1115.11 1070.33,1114.86 1070.68,1114.62 \n",
       "  1071.02,1114.46 1071.37,1114.22 1071.71,1114.05 1072.05,1113.97 1072.4,1113.81 1072.74,1113.65 1073.08,1113.65 1073.43,1113.4 1073.77,1113.32 1074.11,1113.24 \n",
       "  1074.46,1112.92 1074.8,1112.43 1075.15,1112.03 1075.49,1111.94 1075.83,1111.62 1076.18,1111.46 1076.52,1111.3 1076.86,1111.13 1077.21,1110.81 1077.55,1110.65 \n",
       "  1077.89,1110.57 1078.24,1110.24 1078.58,1110.24 1078.93,1109.92 1079.27,1109.83 1079.61,1109.83 1079.96,1109.75 1080.3,1109.51 1080.64,1109.35 1080.99,1109.27 \n",
       "  1081.33,1108.94 1081.67,1108.62 1082.02,1108.29 1082.36,1108.13 1082.71,1107.81 1083.05,1107.81 1083.39,1107.64 1083.74,1107.08 1084.08,1107 1084.42,1106.67 \n",
       "  1084.77,1106.67 1085.11,1106.35 1085.45,1106.1 1085.8,1105.78 1086.14,1105.78 1086.49,1105.7 1086.83,1105.62 1087.17,1105.37 1087.52,1105.29 1087.86,1105.13 \n",
       "  1088.2,1104.72 1088.55,1104.56 1088.89,1104.16 1089.23,1103.99 1089.58,1103.91 1089.92,1103.51 1090.27,1103.35 1090.61,1103.02 1090.95,1102.78 1091.3,1102.7 \n",
       "  1091.64,1102.53 1091.98,1102.45 1092.33,1102.45 1092.67,1102.13 1093.01,1102.05 1093.36,1101.56 1093.7,1101.4 1094.04,1101.4 1094.39,1101.16 1094.73,1100.83 \n",
       "  1095.08,1100.83 1095.42,1100.34 1095.76,1100.18 1096.11,1099.86 1096.45,1099.7 1096.79,1099.45 1097.14,1099.29 1097.48,1099.21 1097.82,1098.88 1098.17,1098.72 \n",
       "  1098.51,1098.64 1098.86,1098.32 1099.2,1098.15 1099.54,1098.07 1099.89,1097.91 1100.23,1097.51 1100.57,1097.42 1100.92,1097.26 1101.26,1096.86 1101.6,1096.61 \n",
       "  1101.95,1096.45 1102.29,1096.45 1102.64,1096.29 1102.98,1096.05 1103.32,1095.88 1103.67,1095.48 1104.01,1095.23 1104.35,1095.15 1104.7,1094.99 1105.04,1094.83 \n",
       "  1105.38,1094.42 1105.73,1094.02 1106.07,1093.94 1106.42,1093.77 1106.76,1093.45 1107.1,1093.37 1107.45,1093.04 1107.79,1092.88 1108.13,1092.72 1108.48,1092.72 \n",
       "  1108.82,1092.48 1109.16,1092.15 1109.51,1092.07 1109.85,1091.99 1110.2,1091.75 1110.54,1091.42 1110.88,1091.18 1111.23,1091.18 1111.57,1091.02 1111.91,1090.77 \n",
       "  1112.26,1090.29 1112.6,1090.29 1112.94,1089.96 1113.29,1089.96 1113.63,1089.72 1113.98,1089.56 1114.32,1089.31 1114.66,1088.99 1115.01,1088.66 1115.35,1088.5 \n",
       "  1115.69,1088.34 1116.04,1088.18 1116.38,1088.01 1116.72,1088.01 1117.07,1087.77 1117.41,1087.61 1117.76,1087.37 1118.1,1087.04 1118.44,1086.72 1118.79,1086.64 \n",
       "  1119.13,1086.55 1119.47,1086.31 1119.82,1086.15 1120.16,1085.91 1120.5,1085.34 1120.85,1085.18 1121.19,1085.01 1121.54,1084.61 1121.88,1084.61 1122.22,1084.45 \n",
       "  1122.57,1084.36 1122.91,1084.28 1123.25,1084.04 1123.6,1083.88 1123.94,1083.72 1124.28,1083.55 1124.63,1083.39 1124.97,1083.31 1125.32,1082.99 1125.66,1082.66 \n",
       "  1126,1082.17 1126.35,1082.09 1126.69,1081.85 1127.03,1081.61 1127.38,1081.44 1127.72,1081.2 1128.06,1081.04 1128.41,1081.04 1128.75,1080.71 1129.1,1080.39 \n",
       "  1129.44,1080.15 1129.78,1080.07 1130.13,1079.98 1130.47,1079.82 1130.81,1079.74 1131.16,1079.42 1131.5,1079.42 1131.84,1079.09 1132.19,1078.77 1132.53,1078.44 \n",
       "  1132.88,1078.12 1133.22,1077.87 1133.56,1077.87 1133.91,1077.71 1134.25,1077.31 1134.59,1076.98 1134.94,1076.66 1135.28,1076.66 1135.62,1076.58 1135.97,1076.41 \n",
       "  1136.31,1076.17 1136.65,1075.93 1137,1075.93 1137.34,1075.68 1137.69,1075.44 1138.03,1075.28 1138.37,1075.04 1138.72,1074.79 1139.06,1074.55 1139.4,1074.47 \n",
       "  1139.75,1074.22 1140.09,1073.98 1140.43,1073.98 1140.78,1073.49 1141.12,1073.09 1141.47,1073.01 1141.81,1072.93 1142.15,1072.68 1142.5,1072.52 1142.84,1072.28 \n",
       "  1143.18,1072.12 1143.53,1071.87 1143.87,1071.63 1144.21,1071.55 1144.56,1071.47 1144.9,1071.22 1145.25,1070.82 1145.59,1070.74 1145.93,1070.74 1146.28,1070.25 \n",
       "  1146.62,1069.76 1146.96,1069.6 1147.31,1069.44 1147.65,1069.36 1147.99,1069.2 1148.34,1068.87 1148.68,1068.79 1149.03,1068.71 1149.37,1068.47 1149.71,1068.14 \n",
       "  1150.06,1067.98 1150.4,1067.82 1150.74,1067.57 1151.09,1067.41 1151.43,1067.33 1151.77,1066.92 1152.12,1066.6 1152.46,1066.44 1152.81,1066.19 1153.15,1066.03 \n",
       "  1153.49,1065.87 1153.84,1065.71 1154.18,1065.46 1154.52,1065.3 1154.87,1065.06 1155.21,1064.82 1155.55,1064.65 1155.9,1064.41 1156.24,1064.41 1156.59,1064.17 \n",
       "  1156.93,1063.92 1157.27,1063.84 1157.62,1063.76 1157.96,1063.68 1158.3,1063.35 1158.65,1063.11 1158.99,1062.95 1159.33,1062.54 1159.68,1062.3 1160.02,1061.89 \n",
       "  1160.37,1061.81 1160.71,1061.57 1161.05,1061.25 1161.4,1061.08 1161.74,1060.92 1162.08,1060.68 1162.43,1060.68 1162.77,1060.68 1163.11,1060.43 1163.46,1060.35 \n",
       "  1163.8,1060.27 1164.15,1059.95 1164.49,1059.7 1164.83,1059.62 1165.18,1059.3 1165.52,1058.81 1165.86,1058.73 1166.21,1058.49 1166.55,1058.33 1166.89,1057.76 \n",
       "  1167.24,1057.6 1167.58,1057.35 1167.93,1057.35 1168.27,1057.11 1168.61,1056.95 1168.96,1056.87 1169.3,1056.87 1169.64,1056.7 1169.99,1056.54 1170.33,1056.3 \n",
       "  1170.67,1056.05 1171.02,1055.89 1171.36,1055.57 1171.71,1055.32 1172.05,1054.92 1172.39,1054.59 1172.74,1054.51 1173.08,1054.27 1173.42,1054.19 1173.77,1054.03 \n",
       "  1174.11,1053.78 1174.45,1053.62 1174.8,1053.46 1175.14,1053.22 1175.48,1053.22 1175.83,1052.89 1176.17,1052.65 1176.52,1052.57 1176.86,1052.4 1177.2,1052.24 \n",
       "  1177.55,1051.76 1177.89,1051.67 1178.23,1051.43 1178.58,1051.11 1178.92,1050.78 1179.26,1050.54 1179.61,1050.46 1179.95,1050.13 1180.3,1050.05 1180.64,1050.05 \n",
       "  1180.98,1049.97 1181.33,1049.57 1181.67,1049.48 1182.01,1049.32 1182.36,1049.16 1182.7,1048.84 1183.04,1048.59 1183.39,1048.51 1183.73,1048.19 1184.08,1047.94 \n",
       "  1184.42,1047.54 1184.76,1047.13 1185.11,1046.97 1185.45,1046.73 1185.79,1046.64 1186.14,1046.56 1186.48,1046.48 1186.82,1046.4 1187.17,1046 1187.51,1046 \n",
       "  1187.86,1045.75 1188.2,1045.75 1188.54,1045.51 1188.89,1045.18 1189.23,1045.02 1189.57,1044.62 1189.92,1044.45 1190.26,1044.21 1190.6,1044.13 1190.95,1043.81 \n",
       "  1191.29,1043.08 1191.64,1042.83 1191.98,1042.83 1192.32,1042.75 1192.67,1042.67 1193.01,1042.59 1193.35,1042.51 1193.7,1042.43 1194.04,1042.26 1194.38,1042.1 \n",
       "  1194.73,1041.86 1195.07,1041.53 1195.42,1041.29 1195.76,1041.05 1196.1,1040.97 1196.45,1040.64 1196.79,1040.07 1197.13,1039.91 1197.48,1039.75 1197.82,1039.59 \n",
       "  1198.16,1039.43 1198.51,1039.43 1198.85,1039.1 1199.2,1038.86 1199.54,1038.7 1199.88,1038.53 1200.23,1038.37 1200.57,1038.29 1200.91,1038.05 1201.26,1037.8 \n",
       "  1201.6,1037.72 1201.94,1037.56 1202.29,1037.24 1202.63,1036.99 1202.98,1036.67 1203.32,1036.42 1203.66,1036.26 1204.01,1036.1 1204.35,1035.86 1204.69,1035.69 \n",
       "  1205.04,1035.45 1205.38,1035.29 1205.72,1035.13 1206.07,1034.8 1206.41,1034.56 1206.76,1034.56 1207.1,1034.48 1207.44,1034.32 1207.79,1034.15 1208.13,1033.75 \n",
       "  1208.47,1033.5 1208.82,1033.18 1209.16,1033.02 1209.5,1033.02 1209.85,1032.86 1210.19,1032.53 1210.54,1032.37 1210.88,1032.04 1211.22,1031.88 1211.57,1031.72 \n",
       "  1211.91,1031.39 1212.25,1031.31 1212.6,1031.15 1212.94,1030.99 1213.28,1030.83 1213.63,1030.58 1213.97,1030.5 1214.31,1029.85 1214.66,1029.53 1215,1029.53 \n",
       "  1215.35,1029.53 1215.69,1029.29 1216.03,1029.12 1216.38,1028.88 1216.72,1028.72 1217.06,1028.39 1217.41,1028.15 1217.75,1027.99 1218.09,1027.91 1218.44,1027.66 \n",
       "  1218.78,1027.5 1219.13,1027.1 1219.47,1027.01 1219.81,1026.77 1220.16,1026.61 1220.5,1026.28 1220.84,1026.2 1221.19,1026.04 1221.53,1025.8 1221.87,1025.72 \n",
       "  1222.22,1025.23 1222.56,1024.99 1222.91,1024.82 1223.25,1024.66 1223.59,1024.5 1223.94,1024.01 1224.28,1023.93 1224.62,1023.77 1224.97,1023.77 1225.31,1023.61 \n",
       "  1225.65,1023.36 1226,1023.04 1226.34,1022.88 1226.69,1022.55 1227.03,1022.47 1227.37,1022.39 1227.72,1022.39 1228.06,1022.23 1228.4,1022.15 1228.75,1021.9 \n",
       "  1229.09,1021.42 1229.43,1021.26 1229.78,1020.85 1230.12,1020.61 1230.47,1020.12 1230.81,1019.96 1231.15,1019.71 1231.5,1019.55 1231.84,1019.31 1232.18,1019.15 \n",
       "  1232.53,1019.07 1232.87,1018.82 1233.21,1018.82 1233.56,1018.66 1233.9,1018.66 1234.25,1018.42 1234.59,1018.34 1234.93,1017.85 1235.28,1017.52 1235.62,1017.36 \n",
       "  1235.96,1017.2 1236.31,1017.04 1236.65,1016.47 1236.99,1016.23 1237.34,1016.14 1237.68,1015.98 1238.03,1015.74 1238.37,1015.58 1238.71,1015.5 1239.06,1015.33 \n",
       "  1239.4,1015.17 1239.74,1015.01 1240.09,1014.93 1240.43,1014.52 1240.77,1014.28 1241.12,1014.2 1241.46,1013.87 1241.81,1013.71 1242.15,1013.22 1242.49,1012.9 \n",
       "  1242.84,1012.74 1243.18,1012.49 1243.52,1012.41 1243.87,1012.25 1244.21,1012.17 1244.55,1012.09 1244.9,1011.76 1245.24,1011.36 1245.59,1011.28 1245.93,1011.03 \n",
       "  1246.27,1010.87 1246.62,1010.79 1246.96,1010.63 1247.3,1010.47 1247.65,1010.3 1247.99,1010.06 1248.33,1009.66 1248.68,1009.33 1249.02,1008.84 1249.37,1008.76 \n",
       "  1249.71,1008.68 1250.05,1008.52 1250.4,1008.36 1250.74,1007.87 1251.08,1007.71 1251.43,1007.63 1251.77,1007.47 1252.11,1007.38 1252.46,1007.14 1252.8,1007.06 \n",
       "  1253.14,1006.98 1253.49,1006.82 1253.83,1006.49 1254.18,1006.25 1254.52,1005.92 1254.86,1005.6 1255.21,1005.44 1255.55,1005.03 1255.89,1004.87 1256.24,1004.46 \n",
       "  1256.58,1004.3 1256.92,1003.98 1257.27,1003.98 1257.61,1003.9 1257.96,1003.65 1258.3,1003.41 1258.64,1003.25 1258.99,1003.25 1259.33,1003.25 1259.67,1003.09 \n",
       "  1260.02,1002.76 1260.36,1002.76 1260.7,1002.76 1261.05,1002.76 1261.39,1002.76 1261.74,1002.76 1262.08,1002.76 1262.42,1002.76 1262.77,1002.76 1263.11,1002.76 \n",
       "  1263.45,1002.76 1263.8,1002.76 1264.14,1002.76 1264.48,1002.76 1264.83,1002.76 1265.17,1002.76 1265.52,1001.14 1265.86,1000.73 1266.2,1000.41 1266.55,1000.08 \n",
       "  1266.89,999.273 1267.23,999.273 1267.58,999.192 1267.92,999.11 1268.26,999.029 1268.61,999.029 1268.95,998.948 1269.3,998.948 1269.64,998.948 1269.98,998.948 \n",
       "  1270.33,998.948 1270.67,998.948 1271.01,998.543 1271.36,997.975 1271.7,997.65 1272.04,997.245 1272.39,996.839 1272.73,996.596 1273.08,995.785 1273.42,995.541 \n",
       "  1273.76,995.46 1274.11,995.379 1274.45,995.379 1274.79,995.379 1275.14,995.298 1275.48,995.217 1275.82,995.217 1276.17,995.136 1276.51,995.055 1276.86,994.73 \n",
       "  1277.2,994.406 1277.54,994.162 1277.89,993.513 1278.23,993.432 1278.57,993.351 1278.92,993.27 1279.26,992.54 1279.6,992.053 1279.95,991.81 1280.29,991.729 \n",
       "  1280.64,991.567 1280.98,991.567 1281.32,991.567 1281.67,991.485 1282.01,991.485 1282.35,991.161 1282.7,990.999 1283.04,990.836 1283.38,990.35 1283.73,990.106 \n",
       "  1284.07,989.863 1284.42,989.782 1284.76,989.295 1285.1,989.133 1285.45,988.89 1285.79,988.646 1286.13,988.403 1286.48,988.079 1286.82,987.997 1287.16,987.997 \n",
       "  1287.51,987.916 1287.85,987.835 1288.2,987.754 1288.54,987.592 1288.88,987.43 1289.23,986.943 1289.57,986.7 1289.91,986.456 1290.26,985.969 1290.6,985.888 \n",
       "  1290.94,985.645 1291.29,985.402 1291.63,985.158 1291.97,984.672 1292.32,984.509 1292.66,984.266 1293.01,984.266 1293.35,984.185 1293.69,984.185 1294.04,984.104 \n",
       "  1294.38,983.942 1294.72,983.698 1295.07,983.536 1295.41,983.293 1295.75,982.806 1296.1,982.481 1296.44,982.157 1296.79,982.076 1297.13,981.914 1297.47,981.751 \n",
       "  1297.82,981.184 1298.16,981.102 1298.5,980.94 1298.85,980.859 1299.19,980.778 1299.53,980.616 1299.88,980.454 1300.22,980.129 1300.57,979.967 1300.91,979.723 \n",
       "  1301.25,979.318 1301.6,978.993 1301.94,978.912 1302.28,978.669 1302.63,978.588 1302.97,978.507 1303.31,978.02 1303.66,977.858 1304,977.614 1304.35,977.209 \n",
       "  1304.69,977.128 1305.03,977.128 1305.38,976.965 1305.72,976.803 1306.06,976.641 1306.41,976.235 1306.75,975.992 1307.09,975.749 1307.44,975.587 1307.78,975.181 \n",
       "  1308.13,974.938 1308.47,974.775 1308.81,974.451 1309.16,974.208 1309.5,974.208 1309.84,974.045 1310.19,973.883 1310.53,973.883 1310.87,973.64 1311.22,973.559 \n",
       "  1311.56,973.315 1311.91,973.072 1312.25,972.747 1312.59,972.423 1312.94,972.18 1313.28,971.936 1313.62,971.612 1313.97,971.368 1314.31,971.287 1314.65,970.963 \n",
       "  1315,970.882 1315.34,970.719 1315.69,970.557 1316.03,970.314 1316.37,970.152 1316.72,969.989 1317.06,969.989 1317.4,969.827 1317.75,969.665 1318.09,969.259 \n",
       "  1318.43,969.016 1318.78,968.854 1319.12,968.61 1319.47,968.367 1319.81,967.962 1320.15,967.637 1320.5,967.394 1320.84,967.231 1321.18,967.15 1321.53,966.907 \n",
       "  1321.87,966.745 1322.21,966.583 1322.56,966.339 1322.9,966.096 1323.25,965.934 1323.59,965.69 1323.93,965.528 1324.28,965.122 1324.62,965.122 1324.96,964.96 \n",
       "  1325.31,964.555 1325.65,964.311 1325.99,964.149 1326.34,963.906 1326.68,963.743 1327.03,963.5 1327.37,963.176 1327.71,963.094 1328.06,962.851 1328.4,962.527 \n",
       "  1328.74,962.364 1329.09,962.202 1329.43,962.04 1329.77,961.634 1330.12,961.553 1330.46,961.391 1330.8,961.391 1331.15,960.823 1331.49,960.823 1331.84,960.661 \n",
       "  1332.18,960.499 1332.52,960.255 1332.87,960.012 1333.21,959.85 1333.55,959.85 1333.9,959.282 1334.24,959.201 1334.58,959.12 1334.93,958.714 1335.27,958.471 \n",
       "  1335.62,958.309 1335.96,958.146 1336.3,957.984 1336.65,957.416 1336.99,957.335 1337.33,957.092 1337.68,956.93 1338.02,956.605 1338.36,956.443 1338.71,956.362 \n",
       "  1339.05,956.362 1339.4,956.118 1339.74,955.956 1340.08,955.713 1340.43,955.388 1340.77,954.983 1341.11,954.739 1341.46,954.658 1341.8,954.496 1342.14,954.253 \n",
       "  1342.49,953.847 1342.83,953.685 1343.18,953.604 1343.52,953.442 1343.86,953.36 1344.21,953.036 1344.55,952.874 1344.89,952.63 1345.24,952.468 1345.58,952.063 \n",
       "  1345.92,951.9 1346.27,951.738 1346.61,951.657 1346.96,951.333 1347.3,951.251 1347.64,951.089 1347.99,950.44 1348.33,950.359 1348.67,950.197 1349.02,949.954 \n",
       "  1349.36,949.791 1349.7,949.548 1350.05,949.548 1350.39,949.142 1350.74,948.899 1351.08,948.818 1351.42,948.737 1351.77,948.25 1352.11,948.25 1352.45,948.088 \n",
       "  1352.8,947.926 1353.14,947.845 1353.48,947.358 1353.83,947.277 1354.17,946.871 1354.52,946.709 1354.86,946.547 1355.2,946.303 1355.55,945.979 1355.89,945.654 \n",
       "  1356.23,945.492 1356.58,945.33 1356.92,945.168 1357.26,944.843 1357.61,944.681 1357.95,944.356 1358.3,944.194 1358.64,944.194 1358.98,944.194 1359.33,943.951 \n",
       "  1359.67,943.464 1360.01,943.302 1360.36,943.14 1360.7,942.815 1361.04,942.572 1361.39,942.329 1361.73,942.247 1362.08,941.761 1362.42,941.68 1362.76,941.355 \n",
       "  1363.11,941.031 1363.45,940.787 1363.79,940.706 1364.14,940.544 1364.48,940.463 1364.82,940.382 1365.17,940.22 1365.51,940.138 1365.86,939.814 1366.2,939.571 \n",
       "  1366.54,939.327 1366.89,938.841 1367.23,938.678 1367.57,938.435 1367.92,938.354 1368.26,938.11 1368.6,937.948 1368.95,937.462 1369.29,937.218 1369.63,936.894 \n",
       "  1369.98,936.894 1370.32,936.65 1370.67,936.65 1371.01,936.569 1371.35,936.245 1371.7,936.083 1372.04,935.758 1372.38,935.353 1372.73,935.19 1373.07,935.19 \n",
       "  1373.41,935.028 1373.76,934.785 1374.1,934.46 1374.45,934.298 1374.79,933.811 1375.13,933.568 1375.48,933.487 1375.82,933.081 1376.16,932.919 1376.51,932.757 \n",
       "  1376.85,932.513 1377.19,932.432 1377.54,932.27 1377.88,932.108 1378.23,931.864 1378.57,931.621 1378.91,931.621 1379.26,931.54 1379.6,931.216 1379.94,931.134 \n",
       "  1380.29,930.648 1380.63,930.242 1380.97,930.08 1381.32,929.837 1381.66,929.512 1382.01,929.269 1382.35,928.944 1382.69,928.863 1383.04,928.782 1383.38,928.701 \n",
       "  1383.72,928.376 1384.07,928.376 1384.41,928.295 1384.75,928.052 1385.1,927.971 1385.44,927.728 1385.79,927.565 1386.13,927.16 1386.47,926.916 1386.82,926.754 \n",
       "  1387.16,926.511 1387.5,926.105 1387.85,925.618 1388.19,925.537 1388.53,925.132 1388.88,924.888 1389.22,924.726 1389.57,924.726 1389.91,924.564 1390.25,924.564 \n",
       "  1390.6,924.402 1390.94,923.915 1391.28,923.834 1391.63,923.672 1391.97,923.509 1392.31,923.347 1392.66,923.185 1393,922.942 1393.35,922.293 1393.69,922.293 \n",
       "  1394.03,921.644 1394.38,921.563 1394.72,921.238 1395.06,921.157 1395.41,920.914 1395.75,920.751 1396.09,920.589 1396.44,920.427 1396.78,920.427 1397.13,919.94 \n",
       "  1397.47,919.859 1397.81,919.778 1398.16,919.454 1398.5,919.291 1398.84,919.048 1399.19,918.886 1399.53,918.318 1399.87,918.075 1400.22,917.669 1400.56,917.507 \n",
       "  1400.91,917.345 1401.25,917.182 1401.59,916.939 1401.94,916.858 1402.28,916.696 1402.62,916.615 1402.97,916.533 1403.31,916.371 1403.65,916.047 1404,915.803 \n",
       "  1404.34,915.479 1404.69,915.317 1405.03,915.154 1405.37,914.911 1405.72,914.424 1406.06,914.181 1406.4,913.613 1406.75,913.451 1407.09,913.289 1407.43,913.208 \n",
       "  1407.78,913.126 1408.12,913.045 1408.47,912.964 1408.81,912.802 1409.15,912.64 1409.5,912.478 1409.84,912.153 1410.18,912.072 1410.53,911.829 1410.87,911.423 \n",
       "  1411.21,911.017 1411.56,910.855 1411.9,910.531 1412.24,910.287 1412.59,909.882 1412.93,909.801 1413.28,909.557 1413.62,909.233 1413.96,909.152 1414.31,909.071 \n",
       "  1414.65,908.908 1414.99,908.746 1415.34,908.665 1415.68,908.503 1416.02,908.422 1416.37,908.178 1416.71,907.611 1417.06,907.286 1417.4,906.962 1417.74,906.88 \n",
       "  1418.09,906.556 1418.43,906.313 1418.77,906.069 1419.12,905.826 1419.46,905.664 1419.8,905.583 1420.15,905.42 1420.49,905.258 1420.84,905.096 1421.18,905.015 \n",
       "  1421.52,904.853 1421.87,904.771 1422.21,904.285 1422.55,903.879 1422.9,903.717 1423.24,903.392 1423.58,903.149 1423.93,902.987 1424.27,902.825 1424.62,902.581 \n",
       "  1424.96,902.257 1425.3,902.095 1425.65,901.77 1425.99,901.527 1426.33,901.283 1426.68,901.202 1427.02,901.202 1427.36,901.04 1427.71,900.959 1428.05,900.797 \n",
       "  1428.4,900.472 1428.74,900.148 1429.08,899.58 1429.43,899.418 1429.77,899.174 1430.11,899.012 1430.46,898.85 1430.8,898.444 1431.14,898.363 1431.49,898.12 \n",
       "  1431.83,897.795 1432.18,897.633 1432.52,897.39 1432.86,897.228 1433.21,896.984 1433.55,896.984 1433.89,896.741 1434.24,896.66 1434.58,896.335 1434.92,896.092 \n",
       "  1435.27,895.767 1435.61,895.524 1435.96,895.443 1436.3,895.119 1436.64,894.794 1436.99,894.551 1437.33,894.226 1437.67,893.902 1438.02,893.74 1438.36,893.658 \n",
       "  1438.7,893.415 1439.05,893.253 1439.39,893.091 1439.74,893.091 1440.08,892.847 1440.42,892.523 1440.77,892.442 1441.11,892.036 1441.45,891.955 1441.8,891.712 \n",
       "  1442.14,891.468 1442.48,891.144 1442.83,891.063 1443.17,890.819 1443.52,890.657 1443.86,890.333 1444.2,890.089 1444.55,889.846 1444.89,889.521 1445.23,889.116 \n",
       "  1445.58,889.035 1445.92,888.791 1446.26,888.629 1446.61,888.467 1446.95,888.386 1447.3,888.224 1447.64,887.98 1447.98,887.656 1448.33,887.656 1448.67,887.494 \n",
       "  1449.01,887.25 1449.36,886.763 1449.7,886.601 1450.04,886.196 1450.39,885.952 1450.73,885.709 1451.07,885.466 1451.42,885.141 1451.76,884.898 1452.11,884.736 \n",
       "  1452.45,884.492 1452.79,884.33 1453.14,884.249 1453.48,884.006 1453.82,883.924 1454.17,883.843 1454.51,883.681 1454.85,883.6 1455.2,883.275 1455.54,882.789 \n",
       "  1455.89,882.708 1456.23,882.464 1456.57,882.059 1456.92,881.653 1457.26,881.41 1457.6,881.248 1457.95,881.085 1458.29,880.923 1458.63,880.842 1458.98,880.68 \n",
       "  1459.32,880.436 1459.67,880.112 1460.01,880.031 1460.35,879.787 1460.7,879.787 1461.04,879.382 1461.38,879.22 1461.73,878.733 1462.07,878.652 1462.41,878.165 \n",
       "  1462.76,878.003 1463.1,877.678 1463.45,877.678 1463.79,877.516 1464.13,877.354 1464.48,877.111 1464.82,876.948 1465.16,876.705 1465.51,876.381 1465.85,876.381 \n",
       "  1466.19,876.218 1466.54,875.813 1466.88,875.569 1467.23,875.488 1467.57,875.245 1467.91,874.758 1468.26,874.596 1468.6,874.434 1468.94,874.271 1469.29,873.866 \n",
       "  1469.63,873.541 1469.97,873.379 1470.32,873.298 1470.66,873.055 1471.01,872.974 1471.35,872.893 1471.69,872.73 1472.04,872.162 1472.38,871.919 1472.72,871.595 \n",
       "  1473.07,871.432 1473.41,871.27 1473.75,871.027 1474.1,870.783 1474.44,870.621 1474.79,870.135 1475.13,870.053 1475.47,869.891 1475.82,869.729 1476.16,869.567 \n",
       "  1476.5,869.404 1476.85,869.08 1477.19,868.918 1477.53,868.512 1477.88,868.431 1478.22,868.188 1478.57,867.863 1478.91,867.62 1479.25,867.377 1479.6,867.295 \n",
       "  1479.94,867.052 1480.28,866.647 1480.63,866.403 1480.97,865.998 1481.31,865.916 1481.66,865.835 1482,865.754 1482.35,865.43 1482.69,865.186 1483.03,865.024 \n",
       "  1483.38,864.781 1483.72,864.537 1484.06,864.537 1484.41,864.213 1484.75,863.889 1485.09,863.645 1485.44,863.321 1485.78,863.077 1486.13,862.915 1486.47,862.51 \n",
       "  1486.81,862.428 1487.16,862.266 1487.5,862.185 1487.84,861.779 1488.19,861.617 1488.53,861.293 1488.87,861.212 1489.22,860.968 1489.56,860.887 1489.9,860.725 \n",
       "  1490.25,860.563 1490.59,860.4 1490.94,860.076 1491.28,859.67 1491.62,859.346 1491.97,859.103 1492.31,858.94 1492.65,858.535 1493,858.373 1493.34,857.967 \n",
       "  1493.68,857.724 1494.03,857.48 1494.37,857.48 1494.72,857.237 1495.06,857.075 1495.4,856.831 1495.75,856.588 1496.09,856.507 1496.43,856.426 1496.78,856.264 \n",
       "  1497.12,855.939 1497.46,855.533 1497.81,855.29 1498.15,855.128 1498.5,855.047 1498.84,854.803 1499.18,854.236 1499.53,853.992 1499.87,853.749 1500.21,853.424 \n",
       "  1500.56,853.343 1500.9,853.1 1501.24,853.019 1501.59,852.776 1501.93,852.532 1502.28,852.532 1502.62,852.37 1502.96,852.127 1503.31,852.127 1503.65,851.64 \n",
       "  1503.99,851.315 1504.34,850.991 1504.68,850.991 1505.02,850.666 1505.37,850.342 1505.71,850.18 1506.06,850.018 1506.4,849.612 1506.74,849.45 1507.09,849.125 \n",
       "  1507.43,848.882 1507.77,848.801 1508.12,848.72 1508.46,848.72 1508.8,848.476 1509.15,848.071 1509.49,847.503 1509.84,847.341 1510.18,847.26 1510.52,847.097 \n",
       "  1510.87,846.773 1511.21,846.692 1511.55,846.448 1511.9,846.124 1512.24,846.124 1512.58,845.799 1512.93,845.556 1513.27,845.313 1513.62,845.069 1513.96,844.907 \n",
       "  1514.3,844.826 1514.65,844.42 1514.99,844.177 1515.33,843.853 1515.68,843.528 1516.02,843.204 1516.36,842.96 1516.71,842.879 1517.05,842.798 1517.4,842.555 \n",
       "  1517.74,842.474 1518.08,842.23 1518.43,841.987 1518.77,841.906 1519.11,841.581 1519.46,841.419 1519.8,841.338 1520.14,841.095 1520.49,840.689 1520.83,840.284 \n",
       "  1521.18,840.121 1521.52,839.878 1521.86,839.716 1522.21,839.391 1522.55,839.067 1522.89,839.067 1523.24,838.905 1523.58,838.58 1523.92,838.418 1524.27,838.256 \n",
       "  1524.61,837.931 1524.96,837.85 1525.3,837.688 1525.64,837.688 1525.99,837.444 1526.33,837.12 1526.67,836.714 1527.02,836.633 1527.36,836.147 1527.7,835.822 \n",
       "  1528.05,835.335 1528.39,835.173 1528.73,834.93 1529.08,834.849 1529.42,834.605 1529.77,834.524 1530.11,834.2 1530.45,834.038 1530.8,833.875 1531.14,833.875 \n",
       "  1531.48,833.551 1531.83,833.389 1532.17,833.226 1532.51,833.145 1532.86,832.983 1533.2,832.821 1533.55,832.577 1533.89,832.172 1534.23,831.847 1534.58,831.604 \n",
       "  1534.92,831.198 1535.26,831.036 1535.61,830.793 1535.95,830.387 1536.29,829.982 1536.64,829.982 1536.98,829.901 1537.33,829.901 1537.67,829.576 1538.01,829.414 \n",
       "  1538.36,829.333 1538.7,829.008 1539.04,828.927 1539.39,828.603 1539.73,828.359 1540.07,828.197 1540.42,827.629 1540.76,827.629 1541.11,827.143 1541.45,826.818 \n",
       "  1541.79,826.494 1542.14,826.413 1542.48,826.088 1542.82,825.845 1543.17,825.601 1543.51,825.439 1543.85,825.277 1544.2,825.034 1544.54,824.952 1544.89,824.709 \n",
       "  1545.23,824.466 1545.57,824.385 1545.92,824.222 1546.26,824.141 1546.6,823.573 1546.95,823.249 1547.29,822.924 1547.63,822.843 1547.98,822.681 1548.32,822.357 \n",
       "  1548.67,822.276 1549.01,822.032 1549.35,821.87 1549.7,821.789 1550.04,821.383 1550.38,821.221 1550.73,820.734 1551.07,820.491 1551.41,820.329 1551.76,820.248 \n",
       "  1552.1,820.085 1552.45,819.68 1552.79,819.274 1553.13,819.112 1553.48,818.869 1553.82,818.463 1554.16,818.301 1554.51,818.22 1554.85,817.895 1555.19,817.814 \n",
       "  1555.54,817.652 1555.88,817.49 1556.23,817.084 1556.57,816.841 1556.91,816.597 1557.26,816.354 1557.6,816.273 1557.94,816.111 1558.29,815.948 1558.63,815.624 \n",
       "  1558.97,815.462 1559.32,814.975 1559.66,814.813 1560.01,814.326 1560.35,814.245 1560.69,814.083 1561.04,813.839 1561.38,813.677 1561.72,813.434 1562.07,813.19 \n",
       "  1562.41,813.028 1562.75,812.947 1563.1,812.947 1563.44,812.623 1563.79,812.46 1564.13,812.217 1564.47,811.811 1564.82,811.649 1565.16,811.325 1565.5,811 \n",
       "  1565.85,810.757 1566.19,810.432 1566.53,810.27 1566.88,810.027 1567.22,810.027 1567.56,809.702 1567.91,809.378 1568.25,809.053 1568.6,808.972 1568.94,808.648 \n",
       "  1569.28,808.405 1569.63,808.161 1569.97,808.161 1570.31,807.837 1570.66,807.593 1571,807.269 1571.34,806.944 1571.69,806.782 1572.03,806.62 1572.38,806.539 \n",
       "  1572.72,806.214 1573.06,805.971 1573.41,805.728 1573.75,805.322 1574.09,805.079 1574.44,804.673 1574.78,804.592 1575.12,804.105 1575.47,804.105 1575.81,804.024 \n",
       "  1576.16,803.943 1576.5,803.619 1576.84,803.375 1577.19,803.213 1577.53,803.132 1577.87,802.97 1578.22,802.402 1578.56,802.077 1578.9,801.834 1579.25,801.672 \n",
       "  1579.59,801.51 1579.94,801.266 1580.28,800.942 1580.62,800.455 1580.97,800.455 1581.31,800.293 1581.65,800.293 1582,799.887 1582.34,799.563 1582.68,799.157 \n",
       "  1583.03,799.076 1583.37,798.995 1583.72,798.671 1584.06,798.508 1584.4,798.346 1584.75,798.265 1585.09,798.103 1585.43,797.859 1585.78,797.454 1586.12,796.805 \n",
       "  1586.46,796.561 1586.81,796.318 1587.15,796.156 1587.5,796.075 1587.84,795.994 1588.18,795.831 1588.53,795.669 1588.87,795.426 1589.21,795.345 1589.56,795.101 \n",
       "  1589.9,794.777 1590.24,794.615 1590.59,794.29 1590.93,793.966 1591.28,793.804 1591.62,793.398 1591.96,793.073 1592.31,792.506 1592.65,792.425 1592.99,792.262 \n",
       "  1593.34,792.1 1593.68,791.938 1594.02,791.776 1594.37,791.694 1594.71,791.451 1595.06,791.289 1595.4,791.046 1595.74,790.883 1596.09,790.64 1596.43,790.559 \n",
       "  1596.77,790.397 1597.12,790.234 1597.46,789.748 1597.8,788.937 1598.15,788.693 1598.49,788.45 1598.84,788.288 1599.18,788.206 1599.52,788.044 1599.87,787.963 \n",
       "  1600.21,787.882 1600.55,787.639 1600.9,787.314 1601.24,787.314 1601.58,786.827 1601.93,786.746 1602.27,786.746 1602.62,786.665 1602.96,786.422 1603.3,786.016 \n",
       "  1603.65,785.773 1603.99,785.448 1604.33,784.962 1604.68,784.475 1605.02,784.151 1605.36,784.151 1605.71,783.907 1606.05,783.745 1606.39,783.664 1606.74,783.502 \n",
       "  1607.08,783.177 1607.43,783.096 1607.77,782.934 1608.11,782.853 1608.46,782.691 1608.8,782.447 1609.14,781.798 1609.49,781.555 1609.83,781.393 1610.17,781.068 \n",
       "  1610.52,780.744 1610.86,780.338 1611.21,780.014 1611.55,779.851 1611.89,779.689 1612.24,779.527 1612.58,779.365 1612.92,779.202 1613.27,779.04 1613.61,778.959 \n",
       "  1613.95,778.797 1614.3,778.716 1614.64,778.229 1614.99,778.067 1615.33,777.905 1615.67,777.661 1616.02,777.337 1616.36,776.931 1616.7,776.688 1617.05,776.201 \n",
       "  1617.39,776.039 1617.73,775.633 1618.08,775.471 1618.42,775.309 1618.77,775.147 1619.11,774.984 1619.45,774.903 1619.8,774.66 1620.14,774.498 1620.48,774.335 \n",
       "  1620.83,774.092 1621.17,773.93 1621.51,773.687 1621.86,773.2 1622.2,772.713 1622.55,772.389 1622.89,772.226 1623.23,771.74 1623.58,771.74 1623.92,771.577 \n",
       "  1624.26,771.415 1624.61,771.253 1624.95,771.172 1625.29,771.01 1625.64,770.685 1625.98,770.685 1626.33,770.523 1626.67,770.199 1627.01,770.117 1627.36,769.955 \n",
       "  1627.7,769.631 1628.04,769.063 1628.39,768.982 1628.73,768.333 1629.07,768.333 1629.42,768.008 1629.76,767.603 1630.11,767.035 1630.45,767.035 1630.79,766.954 \n",
       "  1631.14,766.792 1631.48,766.71 1631.82,766.629 1632.17,766.548 1632.51,766.305 1632.85,766.143 1633.2,765.98 1633.54,765.737 1633.89,765.575 1634.23,765.169 \n",
       "  1634.57,765.007 1634.92,764.277 1635.26,764.115 1635.6,763.79 1635.95,763.547 1636.29,763.304 1636.63,762.898 1636.98,762.898 1637.32,762.736 1637.67,762.736 \n",
       "  1638.01,762.574 1638.35,762.33 1638.7,762.249 1639.04,762.087 1639.38,762.006 1639.73,761.843 1640.07,761.681 1640.41,760.87 1640.76,760.546 1641.1,760.059 \n",
       "  1641.45,759.978 1641.79,759.734 1642.13,759.491 1642.48,759.085 1642.82,758.761 1643.16,758.761 1643.51,758.68 1643.85,758.599 1644.19,758.355 1644.54,758.112 \n",
       "  1644.88,757.95 1645.22,757.788 1645.57,757.706 1645.91,757.058 1646.26,756.895 1646.6,756.571 1646.94,756.409 1647.29,755.922 1647.63,755.516 1647.97,755.273 \n",
       "  1648.32,755.03 1648.66,754.949 1649,754.786 1649.35,754.705 1649.69,754.624 1650.04,754.3 1650.38,754.137 1650.72,754.137 1651.07,753.894 1651.41,753.326 \n",
       "  1651.75,753.326 1652.1,752.758 1652.44,752.677 1652.78,752.191 1653.13,752.028 1653.47,751.46 1653.82,751.298 1654.16,751.217 1654.5,750.974 1654.85,750.893 \n",
       "  1655.19,750.893 1655.53,750.649 1655.88,750.406 1656.22,750.325 1656.56,750.163 1656.91,749.838 1657.25,749.595 1657.6,749.189 1657.94,749.027 1658.28,748.865 \n",
       "  1658.63,748.54 1658.97,748.216 1659.31,747.972 1659.66,747.405 1660,747.08 1660.34,746.675 1660.69,746.593 1661.03,746.512 1661.38,746.431 1661.72,746.269 \n",
       "  1662.06,746.107 1662.41,746.026 1662.75,745.782 1663.09,745.458 1663.44,745.377 1663.78,745.214 1664.12,744.809 1664.47,744.647 1664.81,744.241 1665.16,743.917 \n",
       "  1665.5,743.754 1665.84,743.43 1666.19,743.105 1666.53,742.781 1666.87,742.538 1667.22,742.457 1667.56,742.375 1667.9,742.294 1668.25,742.132 1668.59,741.889 \n",
       "  1668.94,741.564 1669.28,741.483 1669.62,741.24 1669.97,741.078 1670.31,740.672 1670.65,740.591 1671,740.185 1671.34,739.699 1671.68,739.212 1672.03,739.131 \n",
       "  1672.37,738.887 1672.72,738.806 1673.06,738.563 1673.4,738.32 1673.75,738.32 1674.09,738.157 1674.43,737.914 1674.78,737.752 1675.12,737.671 1675.46,737.427 \n",
       "  1675.81,736.859 1676.15,736.859 1676.5,736.535 1676.84,736.211 1677.18,735.643 1677.53,735.48 1677.87,735.48 1678.21,734.994 1678.56,734.832 1678.9,734.669 \n",
       "  1679.24,734.507 1679.59,734.183 1679.93,733.858 1680.28,733.696 1680.62,733.615 1680.96,733.615 1681.31,733.615 1681.65,733.29 1681.99,733.047 1682.34,732.722 \n",
       "  1682.68,732.398 1683.02,732.155 1683.37,731.83 1683.71,731.344 1684.05,731.181 1684.4,731.019 1684.74,730.776 1685.09,730.695 1685.43,730.451 1685.77,730.37 \n",
       "  1686.12,730.046 1686.46,729.883 1686.8,729.802 1687.15,729.397 1687.49,729.153 1687.83,728.991 1688.18,728.748 1688.52,728.261 1688.87,727.937 1689.21,727.693 \n",
       "  1689.55,727.693 1689.9,727.531 1690.24,727.45 1690.58,727.125 1690.93,727.044 1691.27,726.882 1691.61,726.233 1691.96,725.99 1692.3,725.828 1692.65,725.746 \n",
       "  1692.99,725.503 1693.33,725.341 1693.68,725.098 1694.02,724.935 1694.36,724.611 1694.71,724.286 1695.05,724.286 1695.39,723.8 1695.74,723.556 1696.08,723.394 \n",
       "  1696.43,723.232 1696.77,722.988 1697.11,722.502 1697.46,722.34 1697.8,722.096 1698.14,721.934 1698.49,721.691 1698.83,721.528 1699.17,721.366 1699.52,721.123 \n",
       "  1699.86,720.879 1700.21,720.636 1700.55,720.474 1700.89,720.23 1701.24,720.068 1701.58,719.906 1701.92,719.5 1702.27,719.338 1702.61,719.095 1702.95,718.77 \n",
       "  1703.3,718.446 1703.64,718.284 1703.99,718.203 1704.33,718.04 1704.67,717.878 1705.02,717.473 1705.36,717.391 1705.7,717.31 1706.05,716.905 1706.39,716.661 \n",
       "  1706.73,716.418 1707.08,716.094 1707.42,715.688 1707.77,715.445 1708.11,715.363 1708.45,714.958 1708.8,714.877 1709.14,714.796 1709.48,714.471 1709.83,714.147 \n",
       "  1710.17,713.903 1710.51,713.822 1710.86,713.498 1711.2,713.254 1711.55,713.173 1711.89,712.768 1712.23,712.524 1712.58,712.281 1712.92,712.038 1713.26,711.794 \n",
       "  1713.61,711.47 1713.95,711.227 1714.29,711.064 1714.64,711.064 1714.98,710.578 1715.33,710.415 1715.67,710.415 1716.01,710.172 1716.36,710.01 1716.7,709.766 \n",
       "  1717.04,709.361 1717.39,708.955 1717.73,708.793 1718.07,708.631 1718.42,708.469 1718.76,708.225 1719.11,707.982 1719.45,707.82 1719.79,707.576 1720.14,707.495 \n",
       "  1720.48,707.09 1720.82,706.927 1721.17,706.603 1721.51,706.522 1721.85,706.278 1722.2,706.035 1722.54,705.792 1722.89,705.629 1723.23,705.305 1723.57,705.224 \n",
       "  1723.92,704.899 1724.26,704.656 1724.6,704.413 1724.95,704.007 1725.29,703.845 1725.63,703.683 1725.98,703.277 1726.32,703.196 1726.66,702.953 1727.01,702.79 \n",
       "  1727.35,702.223 1727.7,702.06 1728.04,701.898 1728.38,701.817 1728.73,701.574 1729.07,701.411 1729.41,701.168 1729.76,700.762 1730.1,700.681 1730.44,700.438 \n",
       "  1730.79,700.032 1731.13,699.87 1731.48,699.708 1731.82,699.546 1732.16,699.302 1732.51,698.978 1732.85,698.653 1733.19,698.329 1733.54,697.923 1733.88,697.842 \n",
       "  1734.22,697.599 1734.57,697.599 1734.91,697.518 1735.26,697.356 1735.6,697.274 1735.94,696.788 1736.29,696.301 1736.63,696.22 1736.97,696.058 1737.32,695.814 \n",
       "  1737.66,695.571 1738,695.246 1738.35,695.003 1738.69,694.841 1739.04,694.516 1739.38,694.273 1739.72,693.949 1740.07,693.543 1740.41,693.462 1740.75,693.219 \n",
       "  1741.1,693.219 1741.44,693.137 1741.78,692.732 1742.13,692.651 1742.47,692.407 1742.82,692.083 1743.16,692.002 1743.5,691.758 1743.85,691.434 1744.19,691.191 \n",
       "  1744.53,690.866 1744.88,690.704 1745.22,690.379 1745.56,690.217 1745.91,690.055 1746.25,689.649 1746.6,689.487 1746.94,689.082 1747.28,688.919 1747.63,688.838 \n",
       "  1747.97,688.514 1748.31,688.352 1748.66,688.27 1749,688.189 1749.34,687.946 1749.69,687.54 1750.03,687.135 1750.38,687.054 1750.72,686.81 1751.06,686.567 \n",
       "  1751.41,686.405 1751.75,686.161 1752.09,685.999 1752.44,685.837 1752.78,685.35 1753.12,685.026 1753.47,684.945 1753.81,684.945 1754.16,684.701 1754.5,684.539 \n",
       "  1754.84,684.296 1755.19,683.728 1755.53,683.403 1755.87,683.241 1756.22,682.917 1756.56,682.836 1756.9,682.511 1757.25,682.349 1757.59,682.268 1757.94,682.106 \n",
       "  1758.28,681.781 1758.62,681.538 1758.97,681.375 1759.31,681.132 1759.65,680.97 1760,680.727 1760.34,680.483 1760.68,680.24 1761.03,679.915 1761.37,679.753 \n",
       "  1761.72,679.429 1762.06,679.348 1762.4,679.023 1762.75,678.861 1763.09,678.618 1763.43,678.536 1763.78,678.293 1764.12,677.806 1764.46,677.482 1764.81,677.401 \n",
       "  1765.15,677.32 1765.49,677.076 1765.84,676.914 1766.18,676.914 1766.53,676.671 1766.87,676.265 1767.21,675.941 1767.56,675.697 1767.9,675.373 1768.24,675.129 \n",
       "  1768.59,674.967 1768.93,674.805 1769.27,674.481 1769.62,673.994 1769.96,673.913 1770.31,673.751 1770.65,673.669 1770.99,673.507 1771.34,673.183 1771.68,673.02 \n",
       "  1772.02,672.696 1772.37,672.453 1772.71,672.128 1773.05,671.804 1773.4,671.723 1773.74,671.317 1774.09,670.993 1774.43,670.911 1774.77,670.911 1775.12,670.749 \n",
       "  1775.46,670.344 1775.8,670.1 1776.15,669.938 1776.49,669.776 1776.83,669.532 1777.18,669.208 1777.52,668.965 1777.87,668.721 1778.21,668.64 1778.55,668.559 \n",
       "  1778.9,668.235 1779.24,667.91 1779.58,667.667 1779.93,667.342 1780.27,667.018 1780.61,666.856 1780.96,666.369 1781.3,666.207 1781.65,666.207 1781.99,666.044 \n",
       "  1782.33,665.801 1782.68,665.558 1783.02,665.233 1783.36,664.99 1783.71,664.747 1784.05,664.747 1784.39,664.503 1784.74,664.26 1785.08,664.179 1785.43,663.935 \n",
       "  1785.77,663.854 1786.11,663.368 1786.46,662.881 1786.8,662.556 1787.14,662.313 1787.49,661.989 1787.83,661.989 1788.17,661.826 1788.52,661.664 1788.86,661.502 \n",
       "  1789.21,661.096 1789.55,660.934 1789.89,660.61 1790.24,660.447 1790.58,660.285 1790.92,660.042 1791.27,659.88 1791.61,659.312 1791.95,658.987 1792.3,658.744 \n",
       "  1792.64,658.582 1792.99,658.419 1793.33,658.257 1793.67,658.095 1794.02,658.014 1794.36,657.77 1794.7,657.365 1795.05,657.203 1795.39,657.04 1795.73,656.797 \n",
       "  1796.08,656.635 1796.42,656.391 1796.77,656.148 1797.11,656.067 1797.45,655.58 1797.8,655.418 1798.14,654.931 1798.48,654.688 1798.83,654.12 1799.17,654.039 \n",
       "  1799.51,654.039 1799.86,653.796 1800.2,653.552 1800.55,653.309 1800.89,653.228 1801.23,653.066 1801.58,652.903 1801.92,652.741 1802.26,652.498 1802.61,652.336 \n",
       "  1802.95,651.849 1803.29,651.443 1803.64,651.362 1803.98,651.038 1804.32,650.876 1804.67,650.551 1805.01,650.227 1805.36,649.821 1805.7,649.578 1806.04,649.415 \n",
       "  1806.39,649.334 1806.73,649.253 1807.07,649.253 1807.42,649.01 1807.76,648.766 1808.1,648.685 1808.45,648.199 1808.79,647.955 1809.14,647.712 1809.48,647.225 \n",
       "  1809.82,646.982 1810.17,646.739 1810.51,646.657 1810.85,646.495 1811.2,646.009 1811.54,645.846 1811.88,645.684 1812.23,645.36 1812.57,645.278 1812.92,645.035 \n",
       "  1813.26,644.954 1813.6,644.63 1813.95,644.305 1814.29,644.224 1814.63,643.899 1814.98,643.575 1815.32,643.332 1815.66,643.007 1816.01,642.683 1816.35,642.683 \n",
       "  1816.7,642.439 1817.04,642.277 1817.38,642.115 1817.73,641.79 1818.07,641.709 1818.41,641.709 1818.76,641.385 1819.1,641.06 1819.44,640.736 1819.79,640.655 \n",
       "  1820.13,640.493 1820.48,640.168 1820.82,639.763 1821.16,639.438 1821.51,639.357 1821.85,639.195 1822.19,638.627 1822.54,638.465 1822.88,638.302 1823.22,637.978 \n",
       "  1823.57,637.897 1823.91,637.653 1824.26,637.491 1824.6,637.248 1824.94,637.086 1825.29,636.842 1825.63,636.518 1825.97,636.437 1826.32,636.193 1826.66,636.031 \n",
       "  1827,635.869 1827.35,635.301 1827.69,635.058 1828.04,634.977 1828.38,634.571 1828.72,634.328 1829.07,634.003 1829.41,633.841 1829.75,633.679 1830.1,633.354 \n",
       "  1830.44,633.111 1830.78,632.949 1831.13,632.868 1831.47,632.705 1831.82,632.624 1832.16,632.624 1832.5,632.138 1832.85,631.813 1833.19,631.732 1833.53,631.164 \n",
       "  1833.88,630.759 1834.22,630.353 1834.56,630.11 1834.91,629.866 1835.25,629.785 1835.6,629.704 1835.94,629.542 1836.28,629.298 1836.63,629.217 1836.97,629.217 \n",
       "  1837.31,628.893 1837.66,628.568 1838,628.244 1838.34,628.163 1838.69,628.001 1839.03,627.757 1839.38,627.514 1839.72,627.189 1840.06,626.54 1840.41,626.054 \n",
       "  1840.75,625.973 1841.09,625.567 1841.44,625.486 1841.78,625.405 1842.12,625.405 1842.47,625.243 1842.81,625.08 1843.15,624.837 1843.5,624.594 1843.84,624.594 \n",
       "  1844.19,624.431 1844.53,624.107 1844.87,623.945 1845.22,623.377 1845.56,622.89 1845.9,622.241 1846.25,622.16 1846.59,621.917 1846.93,621.755 1847.28,621.511 \n",
       "  1847.62,621.43 1847.97,621.349 1848.31,621.268 1848.65,621.106 1849,620.862 1849.34,620.781 1849.68,620.538 1850.03,620.051 1850.37,619.889 1850.71,619.727 \n",
       "  1851.06,619.483 1851.4,618.915 1851.75,618.429 1852.09,618.267 1852.43,618.104 1852.78,617.78 1853.12,617.536 1853.46,617.374 1853.81,617.293 1854.15,617.131 \n",
       "  1854.49,617.05 1854.84,617.05 1855.18,616.888 1855.53,616.482 1855.87,616.239 1856.21,616.076 1856.56,615.914 1856.9,615.509 1857.24,615.022 1857.59,614.697 \n",
       "  1857.93,614.373 1858.27,614.211 1858.62,614.13 1858.96,613.805 1859.31,613.481 1859.65,613.237 1859.99,613.156 1860.34,613.075 1860.68,612.913 1861.02,612.832 \n",
       "  1861.37,612.832 1861.71,612.507 1862.05,612.102 1862.4,611.939 1862.74,611.534 1863.09,611.047 1863.43,610.723 1863.77,610.56 1864.12,610.236 1864.46,609.993 \n",
       "  1864.8,609.587 1865.15,609.506 1865.49,609.263 1865.83,609.1 1866.18,609.019 1866.52,608.776 1866.87,608.695 1867.21,608.533 1867.55,608.208 1867.9,608.046 \n",
       "  1868.24,608.046 1868.58,607.884 1868.93,607.397 1869.27,607.154 1869.61,606.91 1869.96,606.423 1870.3,606.18 1870.65,605.775 1870.99,605.288 1871.33,605.207 \n",
       "  1871.68,605.044 1872.02,604.882 1872.36,604.801 1872.71,604.558 1873.05,604.396 1873.39,604.396 1873.74,604.152 1874.08,603.99 1874.43,603.747 1874.77,603.503 \n",
       "  1875.11,603.017 1875.46,602.854 1875.8,602.449 1876.14,602.205 1876.49,601.881 1876.83,601.556 1877.17,601.232 1877.52,600.908 1877.86,600.664 1878.21,600.421 \n",
       "  1878.55,600.421 1878.89,600.421 1879.24,600.34 1879.58,600.259 1879.92,599.934 1880.27,599.772 1880.61,599.61 1880.95,599.204 1881.3,598.88 1881.64,598.717 \n",
       "  1881.98,598.555 1882.33,598.393 1882.67,597.825 1883.02,597.501 1883.36,597.176 1883.7,597.014 1884.05,596.608 1884.39,596.203 1884.73,596.203 1885.08,596.122 \n",
       "  1885.42,596.041 1885.76,595.878 1886.11,595.797 1886.45,595.554 1886.8,595.229 1887.14,595.229 1887.48,594.824 1887.83,594.58 1888.17,594.256 1888.51,593.931 \n",
       "  1888.86,593.364 1889.2,593.283 1889.54,592.796 1889.89,592.471 1890.23,592.39 1890.58,592.228 1890.92,592.228 1891.26,591.985 1891.61,591.904 1891.95,591.66 \n",
       "  1892.29,591.417 1892.64,591.417 1892.98,591.173 1893.32,590.93 1893.67,590.362 1894.01,590.2 1894.36,590.038 1894.7,589.876 1895.04,589.713 1895.39,589.064 \n",
       "  1895.73,588.578 1896.07,588.497 1896.42,588.253 1896.76,588.172 1897.1,588.091 1897.45,587.929 1897.79,587.929 1898.14,587.767 1898.48,587.685 1898.82,587.199 \n",
       "  1899.17,586.631 1899.51,586.469 1899.85,586.144 1900.2,585.982 1900.54,585.82 1900.88,585.576 1901.23,585.333 1901.57,584.765 1901.92,584.765 1902.26,584.603 \n",
       "  1902.6,584.197 1902.95,584.035 1903.29,583.954 1903.63,583.792 1903.98,583.711 1904.32,583.549 1904.66,583.386 1905.01,583.224 1905.35,582.575 1905.7,582.17 \n",
       "  1906.04,582.088 1906.38,581.845 1906.73,581.521 1907.07,581.358 1907.41,581.196 1907.76,580.872 1908.1,580.547 1908.44,580.223 1908.79,580.223 1909.13,580.223 \n",
       "  1909.48,579.979 1909.82,579.655 1910.16,579.33 1910.51,579.168 1910.85,578.844 1911.19,578.6 1911.54,578.6 1911.88,578.438 1912.22,578.033 1912.57,577.789 \n",
       "  1912.91,577.546 1913.26,577.221 1913.6,577.059 1913.94,576.329 1914.29,576.248 1914.63,576.167 1914.97,576.167 1915.32,575.924 1915.66,575.842 1916,575.68 \n",
       "  1916.35,575.437 1916.69,574.869 1917.04,574.626 1917.38,574.382 1917.72,574.139 1918.07,573.977 1918.41,573.896 1918.75,573.733 1919.1,573.49 1919.44,572.841 \n",
       "  1919.78,572.679 1920.13,572.273 1920.47,572.03 1920.81,571.949 1921.16,571.949 1921.5,571.949 1921.85,571.624 1922.19,571.138 1922.53,571.057 1922.88,570.813 \n",
       "  1923.22,570.57 1923.56,570.326 1923.91,570.083 1924.25,570.083 1924.59,569.84 1924.94,569.272 1925.28,569.029 1925.63,568.623 1925.97,568.461 1926.31,568.217 \n",
       "  1926.66,568.136 1927,568.055 1927.34,567.65 1927.69,567.487 1928.03,567.082 1928.37,566.676 1928.72,566.514 1929.06,566.352 1929.41,566.271 1929.75,566.108 \n",
       "  1930.09,565.946 1930.44,565.703 1930.78,565.541 1931.12,565.378 1931.47,564.892 1931.81,564.405 1932.15,564.324 1932.5,564.324 1932.84,563.999 1933.19,563.837 \n",
       "  1933.53,563.513 1933.87,563.35 1934.22,562.945 1934.56,562.783 1934.9,562.62 1935.25,562.296 1935.59,562.053 1935.93,561.89 1936.28,561.647 1936.62,561.566 \n",
       "  1936.97,561.241 1937.31,560.836 1937.65,560.592 1938,560.349 1938.34,560.106 1938.68,559.781 1939.03,559.538 1939.37,559.376 1939.71,559.376 1940.06,558.97 \n",
       "  1940.4,558.889 1940.75,558.564 1941.09,558.402 1941.43,558.24 1941.78,557.916 1942.12,557.834 1942.46,557.348 1942.81,557.186 1943.15,556.942 1943.49,556.618 \n",
       "  1943.84,556.455 1944.18,556.293 1944.53,555.969 1944.87,555.888 1945.21,555.644 1945.56,555.401 1945.9,555.158 1946.24,554.833 1946.59,554.752 1946.93,554.59 \n",
       "  1947.27,554.428 1947.62,554.184 1947.96,553.941 1948.31,553.697 1948.65,553.049 1948.99,552.886 1949.34,552.724 1949.68,552.481 1950.02,552.237 1950.37,552.156 \n",
       "  1950.71,551.994 1951.05,551.832 1951.4,551.507 1951.74,551.345 1952.09,551.102 1952.43,550.696 1952.77,550.453 1953.12,550.291 1953.46,550.047 1953.8,550.047 \n",
       "  1954.15,549.804 1954.49,549.642 1954.83,549.155 1955.18,548.993 1955.52,548.668 1955.87,548.425 1956.21,548.263 1956.55,547.857 1956.9,547.533 1957.24,547.451 \n",
       "  1957.58,547.37 1957.93,547.127 1958.27,546.884 1958.61,546.803 1958.96,546.235 1959.3,546.154 1959.64,546.072 1959.99,545.91 1960.33,545.424 1960.68,545.18 \n",
       "  1961.02,544.937 1961.36,544.937 1961.71,544.612 1962.05,544.207 1962.39,543.963 1962.74,543.801 1963.08,543.477 1963.42,543.233 1963.77,542.909 1964.11,542.747 \n",
       "  1964.46,542.422 1964.8,542.26 1965.14,541.936 1965.49,541.773 1965.83,541.692 1966.17,541.692 1966.52,541.449 1966.86,541.205 1967.2,541.043 1967.55,540.8 \n",
       "  1967.89,540.394 1968.24,540.151 1968.58,540.07 1968.92,539.745 1969.27,539.34 1969.61,539.096 1969.95,538.934 1970.3,538.853 1970.64,538.285 1970.98,538.042 \n",
       "  1971.33,537.88 1971.67,537.799 1972.02,537.474 1972.36,537.312 1972.7,536.987 1973.05,536.825 1973.39,536.663 1973.73,536.663 1974.08,536.42 1974.42,536.257 \n",
       "  1974.76,535.933 1975.11,535.527 1975.45,535.284 1975.8,535.122 1976.14,534.797 1976.48,534.554 1976.83,534.148 1977.17,533.905 1977.51,533.743 1977.86,533.58 \n",
       "  1978.2,533.337 1978.54,532.932 1978.89,532.607 1979.23,532.526 1979.58,532.526 1979.92,532.445 1980.26,532.364 1980.61,532.202 1980.95,531.715 1981.29,531.471 \n",
       "  1981.64,531.147 1981.98,530.985 1982.32,530.823 1982.67,530.417 1983.01,530.174 1983.36,529.93 1983.7,529.525 1984.04,529.281 1984.39,528.957 1984.73,528.876 \n",
       "  1985.07,528.795 1985.42,528.47 1985.76,528.389 1986.1,528.227 1986.45,528.227 1986.79,527.821 1987.14,527.497 1987.48,527.416 1987.82,527.091 1988.17,526.848 \n",
       "  1988.51,526.686 1988.85,526.604 1989.2,526.28 1989.54,525.55 1989.88,525.144 1990.23,524.901 1990.57,524.739 1990.92,524.658 1991.26,524.577 1991.6,524.333 \n",
       "  1991.95,524.333 1992.29,524.09 1992.63,524.09 1992.98,523.846 1993.32,523.441 1993.66,523.198 1994.01,523.035 1994.35,523.035 1994.7,522.954 1995.04,522.143 \n",
       "  1995.38,521.494 1995.73,521.251 1996.07,520.845 1996.41,520.683 1996.76,520.683 1997.1,520.521 1997.44,520.44 1997.79,520.358 1998.13,520.196 1998.48,520.034 \n",
       "  1998.82,519.791 1999.16,519.628 1999.51,519.385 1999.85,519.304 2000.19,519.142 2000.54,518.898 2000.88,518.412 2001.22,517.844 2001.57,517.6 2001.91,517.357 \n",
       "  2002.25,517.195 2002.6,516.87 2002.94,516.87 2003.29,516.627 2003.63,516.384 2003.97,516.221 2004.32,516.059 2004.66,515.816 2005,515.654 2005.35,515.491 \n",
       "  2005.69,515.248 2006.03,515.167 2006.38,515.005 2006.72,514.275 2007.07,514.112 2007.41,513.788 2007.75,513.382 2008.1,513.139 2008.44,512.896 2008.78,512.652 \n",
       "  2009.13,512.652 2009.47,512.49 2009.81,512.409 2010.16,512.247 2010.5,512.166 2010.85,511.922 2011.19,511.679 2011.53,511.436 2011.88,510.949 2012.22,510.787 \n",
       "  2012.56,510.381 2012.91,510.057 2013.25,509.975 2013.59,509.408 2013.94,509.245 2014.28,509.002 2014.63,508.84 2014.97,508.759 2015.31,508.678 2015.66,508.434 \n",
       "  2016,508.272 2016.34,507.866 2016.69,507.785 2017.03,507.704 2017.37,507.542 2017.72,507.461 2018.06,506.893 2018.41,506.569 2018.75,506.325 2019.09,506.082 \n",
       "  2019.44,505.676 2019.78,505.352 2020.12,505.271 2020.47,504.784 2020.81,504.622 2021.15,504.378 2021.5,504.297 2021.84,504.135 2022.19,504.135 2022.53,504.054 \n",
       "  2022.87,503.729 2023.22,503.567 2023.56,503.162 2023.9,503.081 2024.25,502.594 2024.59,502.432 2024.93,502.107 2025.28,501.783 2025.62,501.702 2025.97,501.458 \n",
       "  2026.31,501.134 2026.65,500.89 2027,500.728 2027.34,500.404 2027.68,500.241 2028.03,500.079 2028.37,499.917 2028.71,499.755 2029.06,499.593 2029.4,499.511 \n",
       "  2029.75,499.349 2030.09,498.944 2030.43,498.538 2030.78,498.051 2031.12,497.808 2031.46,497.646 2031.81,497.483 2032.15,497.24 2032.49,496.997 2032.84,496.672 \n",
       "  2033.18,496.51 2033.53,496.267 2033.87,496.186 2034.21,496.104 2034.56,496.104 2034.9,495.861 2035.24,495.618 2035.59,495.374 2035.93,495.05 2036.27,494.401 \n",
       "  2036.62,494.32 2036.96,493.914 2037.31,493.752 2037.65,493.428 2037.99,493.103 2038.34,493.022 2038.68,492.941 2039.02,492.941 2039.37,492.616 2039.71,492.373 \n",
       "  2040.05,492.292 2040.4,491.968 2040.74,491.805 2041.08,491.481 2041.43,491.237 2041.77,490.994 2042.12,490.832 2042.46,490.264 2042.8,489.94 2043.15,489.696 \n",
       "  2043.49,489.291 2043.83,489.21 2044.18,489.047 2044.52,488.966 2044.86,488.804 2045.21,488.642 2045.55,488.479 2045.9,488.236 2046.24,488.074 2046.58,487.831 \n",
       "  2046.93,487.344 2047.27,487.182 2047.61,487.101 2047.96,486.614 2048.3,486.37 2048.64,485.965 2048.99,485.722 2049.33,485.559 2049.68,485.478 2050.02,485.397 \n",
       "  2050.36,485.154 2050.71,484.991 2051.05,484.667 2051.39,484.343 2051.74,484.343 2052.08,484.261 2052.42,483.775 2052.77,483.694 2053.11,483.612 2053.46,483.207 \n",
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       "  290.985,1446.31 291.329,1446.31 291.673,1446.31 292.016,1446.31 292.36,1446.31 292.704,1446.31 293.047,1446.31 293.391,1446.31 293.734,1446.31 294.078,1446.31 \n",
       "  294.422,1446.31 294.765,1446.31 295.109,1446.31 295.453,1446.31 295.796,1446.31 296.14,1446.31 296.483,1446.31 296.827,1446.31 297.171,1446.31 297.514,1446.31 \n",
       "  297.858,1446.31 298.202,1446.31 298.545,1446.31 298.889,1446.31 299.232,1446.31 299.576,1446.31 299.92,1446.31 300.263,1446.31 300.607,1446.31 300.951,1446.31 \n",
       "  301.294,1446.31 301.638,1446.31 301.981,1446.31 302.325,1446.31 302.669,1446.31 303.012,1446.31 303.356,1446.31 303.7,1446.31 304.043,1446.31 304.387,1446.31 \n",
       "  304.731,1446.31 305.074,1446.31 305.418,1446.31 305.761,1446.31 306.105,1446.31 306.449,1446.31 306.792,1446.31 307.136,1446.31 307.48,1446.23 307.823,1446.23 \n",
       "  308.167,1446.23 308.51,1446.23 308.854,1446.23 309.198,1446.23 309.541,1446.23 309.885,1446.23 310.229,1446.23 310.572,1446.23 310.916,1446.23 311.259,1446.23 \n",
       "  311.603,1446.23 311.947,1446.23 312.29,1446.23 312.634,1446.23 312.978,1446.15 313.321,1446.15 313.665,1446.15 314.008,1446.15 314.352,1446.15 314.696,1446.15 \n",
       "  315.039,1446.15 315.383,1446.15 315.727,1446.15 316.07,1446.15 316.414,1446.15 316.758,1446.15 317.101,1446.15 317.445,1446.15 317.788,1446.15 318.132,1446.15 \n",
       "  318.476,1446.15 318.819,1446.15 319.163,1446.15 319.507,1446.15 319.85,1446.15 320.194,1446.15 320.537,1446.15 320.881,1446.15 321.225,1446.15 321.568,1446.15 \n",
       "  321.912,1446.06 322.256,1446.06 322.599,1445.98 322.943,1445.98 323.286,1445.98 323.63,1445.98 323.974,1445.98 324.317,1445.98 324.661,1445.98 325.005,1445.98 \n",
       "  325.348,1445.98 325.692,1445.98 326.035,1445.98 326.379,1445.98 326.723,1445.98 327.066,1445.9 327.41,1445.9 327.754,1445.82 328.097,1445.82 328.441,1445.82 \n",
       "  328.785,1445.82 329.128,1445.82 329.472,1445.82 329.815,1445.82 330.159,1445.74 330.503,1445.66 330.846,1445.66 331.19,1445.58 331.534,1445.58 331.877,1445.58 \n",
       "  332.221,1445.5 332.564,1445.5 332.908,1445.5 333.252,1445.5 333.595,1445.42 333.939,1445.42 334.283,1445.42 334.626,1445.33 334.97,1445.33 335.313,1445.33 \n",
       "  335.657,1445.33 336.001,1445.25 336.344,1445.25 336.688,1445.25 337.032,1445.25 337.375,1445.25 337.719,1445.25 338.062,1445.25 338.406,1445.25 338.75,1445.25 \n",
       "  339.093,1445.17 339.437,1445.17 339.781,1445.09 340.124,1445.01 340.468,1445.01 340.811,1445.01 341.155,1445.01 341.499,1445.01 341.842,1445.01 342.186,1445.01 \n",
       "  342.53,1445.01 342.873,1444.93 343.217,1444.85 343.561,1444.85 343.904,1444.77 344.248,1444.77 344.591,1444.77 344.935,1444.77 345.279,1444.69 345.622,1444.69 \n",
       "  345.966,1444.69 346.31,1444.69 346.653,1444.6 346.997,1444.6 347.34,1444.6 347.684,1444.52 348.028,1444.44 348.371,1444.44 348.715,1444.44 349.059,1444.44 \n",
       "  349.402,1444.44 349.746,1444.36 350.089,1444.36 350.433,1444.36 350.777,1444.36 351.12,1444.28 351.464,1444.28 351.808,1444.28 352.151,1444.2 352.495,1444.2 \n",
       "  352.838,1444.2 353.182,1444.2 353.526,1444.2 353.869,1444.2 354.213,1444.2 354.557,1444.2 354.9,1444.12 355.244,1444.04 355.588,1444.04 355.931,1444.04 \n",
       "  356.275,1443.96 356.618,1443.96 356.962,1443.96 357.306,1443.96 357.649,1443.96 357.993,1443.87 358.337,1443.87 358.68,1443.79 359.024,1443.63 359.367,1443.63 \n",
       "  359.711,1443.47 360.055,1443.47 360.398,1443.47 360.742,1443.47 361.086,1443.47 361.429,1443.47 361.773,1443.39 362.116,1443.39 362.46,1443.39 362.804,1443.39 \n",
       "  363.147,1443.39 363.491,1443.39 363.835,1443.31 364.178,1443.31 364.522,1443.23 364.865,1443.23 365.209,1443.23 365.553,1443.23 365.896,1443.14 366.24,1443.14 \n",
       "  366.584,1443.06 366.927,1442.98 367.271,1442.98 367.615,1442.82 367.958,1442.74 368.302,1442.66 368.645,1442.66 368.989,1442.66 369.333,1442.66 369.676,1442.66 \n",
       "  370.02,1442.58 370.364,1442.58 370.707,1442.5 371.051,1442.5 371.394,1442.5 371.738,1442.5 372.082,1442.41 372.425,1442.33 372.769,1442.33 373.113,1442.33 \n",
       "  373.456,1442.33 373.8,1442.33 374.143,1442.33 374.487,1442.25 374.831,1442.17 375.174,1442.17 375.518,1442.17 375.862,1442.17 376.205,1442.17 376.549,1442.17 \n",
       "  376.892,1442.09 377.236,1442.09 377.58,1442.09 377.923,1442.01 378.267,1441.93 378.611,1441.93 378.954,1441.93 379.298,1441.77 379.642,1441.77 379.985,1441.6 \n",
       "  380.329,1441.52 380.672,1441.44 381.016,1441.36 381.36,1441.28 381.703,1440.95 382.047,1440.95 382.391,1440.95 382.734,1440.95 383.078,1440.87 383.421,1440.87 \n",
       "  383.765,1440.79 384.109,1440.63 384.452,1440.55 384.796,1440.55 385.14,1440.55 385.483,1440.55 385.827,1440.55 386.17,1440.47 386.514,1440.47 386.858,1440.47 \n",
       "  387.201,1440.22 387.545,1440.14 387.889,1440.14 388.232,1440.14 388.576,1440.06 388.919,1440.06 389.263,1439.9 389.607,1439.9 389.95,1439.74 390.294,1439.74 \n",
       "  390.638,1439.74 390.981,1439.58 391.325,1439.49 391.669,1439.49 392.012,1439.41 392.356,1439.41 392.699,1439.33 393.043,1439.33 393.387,1439.33 393.73,1439.25 \n",
       "  394.074,1439.01 394.418,1439.01 394.761,1439.01 395.105,1439.01 395.448,1438.93 395.792,1438.93 396.136,1438.76 396.479,1438.68 396.823,1438.6 397.167,1438.6 \n",
       "  397.51,1438.44 397.854,1438.44 398.197,1438.44 398.541,1438.44 398.885,1438.36 399.228,1438.2 399.572,1438.12 399.916,1437.95 400.259,1437.87 400.603,1437.79 \n",
       "  400.946,1437.79 401.29,1437.79 401.634,1437.55 401.977,1437.47 402.321,1437.22 402.665,1436.98 403.008,1436.82 403.352,1436.65 403.695,1436.65 404.039,1436.49 \n",
       "  404.383,1436.49 404.726,1436.41 405.07,1436.41 405.414,1436.41 405.757,1436.25 406.101,1436.25 406.445,1436.25 406.788,1436.25 407.132,1436.09 407.475,1436.01 \n",
       "  407.819,1436.01 408.163,1435.84 408.506,1435.76 408.85,1435.44 409.194,1435.44 409.537,1435.36 409.881,1435.28 410.224,1435.19 410.568,1435.19 410.912,1435.03 \n",
       "  411.255,1434.95 411.599,1434.95 411.943,1434.95 412.286,1434.87 412.63,1434.63 412.973,1434.63 413.317,1434.46 413.661,1434.22 414.004,1434.22 414.348,1434.06 \n",
       "  414.692,1433.98 415.035,1433.82 415.379,1433.73 415.722,1433.65 416.066,1433.49 416.41,1433.41 416.753,1433.41 417.097,1433.33 417.441,1433.17 417.784,1433.17 \n",
       "  418.128,1433.17 418.472,1433.09 418.815,1432.76 419.159,1432.76 419.502,1432.68 419.846,1432.6 420.19,1432.52 420.533,1432.44 420.877,1432.36 421.221,1432.19 \n",
       "  421.564,1432.19 421.908,1432.03 422.251,1431.95 422.595,1431.95 422.939,1431.63 423.282,1431.54 423.626,1431.54 423.97,1431.38 424.313,1431.14 424.657,1430.98 \n",
       "  425,1430.73 425.344,1430.65 425.688,1430.57 426.031,1430.41 426.375,1430.33 426.719,1430.25 427.062,1430.08 427.406,1429.92 427.749,1429.68 428.093,1429.68 \n",
       "  428.437,1429.68 428.78,1429.68 429.124,1429.68 429.468,1429.6 429.811,1429.35 430.155,1429.27 430.499,1429.11 430.842,1428.71 431.186,1428.62 431.529,1428.54 \n",
       "  431.873,1428.46 432.217,1428.38 432.56,1428.22 432.904,1427.98 433.248,1427.81 433.591,1427.73 433.935,1427.65 434.278,1427.49 434.622,1427.41 434.966,1427.33 \n",
       "  435.309,1427.16 435.653,1427 435.997,1426.68 436.34,1426.68 436.684,1426.6 437.027,1426.6 437.371,1426.43 437.715,1426.27 438.058,1426.11 438.402,1426.11 \n",
       "  438.746,1425.95 439.089,1425.7 439.433,1425.54 439.776,1425.3 440.12,1425.3 440.464,1424.97 440.807,1424.81 441.151,1424.65 441.495,1424.49 441.838,1424.49 \n",
       "  442.182,1424.24 442.526,1424.08 442.869,1423.92 443.213,1423.92 443.556,1423.68 443.9,1423.68 444.244,1423.51 444.587,1423.19 444.931,1423.11 445.275,1423.11 \n",
       "  445.618,1422.95 445.962,1422.7 446.305,1422.38 446.649,1422.22 446.993,1422.22 447.336,1422.05 447.68,1421.57 448.024,1421.41 448.367,1421.41 448.711,1421.16 \n",
       "  449.054,1421.16 449.398,1421.16 449.742,1420.84 450.085,1420.67 450.429,1420.59 450.773,1420.51 451.116,1420.27 451.46,1420.19 451.803,1419.94 452.147,1419.86 \n",
       "  452.491,1419.86 452.834,1419.7 453.178,1419.46 453.522,1419.13 453.865,1418.89 454.209,1418.65 454.553,1418.57 454.896,1418.32 455.24,1418.08 455.583,1417.92 \n",
       "  455.927,1417.67 456.271,1417.51 456.614,1417.11 456.958,1417.02 457.302,1416.94 457.645,1416.86 457.989,1416.86 458.332,1416.78 458.676,1416.54 459.02,1416.29 \n",
       "  459.363,1416.21 459.707,1416.13 460.051,1416.13 460.394,1415.81 460.738,1415.32 461.081,1415.32 461.425,1414.92 461.769,1414.59 462.112,1414.43 462.456,1414.27 \n",
       "  462.8,1414.27 463.143,1414.27 463.487,1414.19 463.83,1414.02 464.174,1413.78 464.518,1413.54 464.861,1413.21 465.205,1413.13 465.549,1413.05 465.892,1412.81 \n",
       "  466.236,1412.64 466.58,1412.56 466.923,1412.4 467.267,1412 467.61,1411.83 467.954,1411.35 468.298,1411.18 468.641,1411.02 468.985,1411.02 469.329,1410.94 \n",
       "  469.672,1410.78 470.016,1410.78 470.359,1410.7 470.703,1410.29 471.047,1410.13 471.39,1409.97 471.734,1409.72 472.078,1409.72 472.421,1409.56 472.765,1409.24 \n",
       "  473.108,1408.83 473.452,1408.43 473.796,1408.18 474.139,1407.94 474.483,1407.94 474.827,1407.86 475.17,1407.7 475.514,1407.53 475.857,1407.29 476.201,1407.13 \n",
       "  476.545,1406.97 476.888,1406.97 477.232,1406.56 477.576,1406.48 477.919,1406.4 478.263,1406.16 478.606,1405.91 478.95,1405.67 479.294,1405.34 479.637,1405.1 \n",
       "  479.981,1404.78 480.325,1404.53 480.668,1404.29 481.012,1404.21 481.356,1404.05 481.699,1403.96 482.043,1403.96 482.386,1403.8 482.73,1403.48 483.074,1403.15 \n",
       "  483.417,1402.91 483.761,1402.75 484.105,1402.42 484.448,1402.26 484.792,1402.02 485.135,1401.86 485.479,1401.61 485.823,1401.45 486.166,1401.13 486.51,1401.13 \n",
       "  486.854,1401.04 487.197,1400.8 487.541,1400.64 487.884,1400.48 488.228,1400.31 488.572,1399.99 488.915,1399.91 489.259,1399.58 489.603,1399.34 489.946,1399.34 \n",
       "  490.29,1399.1 490.633,1399.02 490.977,1398.53 491.321,1398.29 491.664,1398.21 492.008,1398.12 492.352,1397.8 492.695,1397.56 493.039,1397.39 493.383,1397.31 \n",
       "  493.726,1397.07 494.07,1397.07 494.413,1396.83 494.757,1396.58 495.101,1396.5 495.444,1396.26 495.788,1395.93 496.132,1395.77 496.475,1395.69 496.819,1395.29 \n",
       "  497.162,1395.04 497.506,1394.8 497.85,1394.64 498.193,1394.56 498.537,1394.39 498.881,1394.07 499.224,1393.99 499.568,1393.83 499.911,1393.5 500.255,1393.5 \n",
       "  500.599,1393.34 500.942,1393.18 501.286,1393.1 501.63,1392.93 501.973,1392.93 502.317,1392.77 502.66,1392.45 503.004,1392.2 503.348,1391.88 503.691,1391.64 \n",
       "  504.035,1391.23 504.379,1390.91 504.722,1390.82 505.066,1390.74 505.41,1390.17 505.753,1390.17 506.097,1390.09 506.44,1390.01 506.784,1389.69 507.128,1389.61 \n",
       "  507.471,1389.61 507.815,1389.36 508.159,1389.04 508.502,1388.96 508.846,1388.63 509.189,1388.39 509.533,1388.07 509.877,1387.9 510.22,1387.74 510.564,1387.58 \n",
       "  510.908,1387.25 511.251,1387.01 511.595,1386.85 511.938,1386.69 512.282,1386.61 512.626,1386.2 512.969,1385.88 513.313,1385.71 513.657,1385.63 514,1385.55 \n",
       "  514.344,1385.47 514.687,1385.31 515.031,1385.15 515.375,1384.82 515.718,1384.74 516.062,1384.5 516.406,1384.17 516.749,1383.93 517.093,1383.52 517.437,1383.04 \n",
       "  517.78,1382.79 518.124,1382.71 518.467,1382.63 518.811,1382.39 519.155,1382.31 519.498,1382.23 519.842,1382.14 520.186,1381.9 520.529,1381.74 520.873,1381.74 \n",
       "  521.216,1381.58 521.56,1381.33 521.904,1381.17 522.247,1380.85 522.591,1380.68 522.935,1380.28 523.278,1379.87 523.622,1379.47 523.965,1379.22 524.309,1379.14 \n",
       "  524.653,1378.98 524.996,1378.82 525.34,1378.66 525.684,1378.49 526.027,1378.41 526.371,1378.33 526.714,1378.01 527.058,1377.93 527.402,1377.6 527.745,1377.52 \n",
       "  528.089,1377.12 528.433,1376.71 528.776,1376.71 529.12,1376.47 529.464,1376.14 529.807,1375.66 530.151,1375.49 530.494,1375.17 530.838,1375.17 531.182,1375.09 \n",
       "  531.525,1374.93 531.869,1374.76 532.213,1374.68 532.556,1374.28 532.9,1374.28 533.243,1374.03 533.587,1373.95 533.931,1373.71 534.274,1373.46 534.618,1373.14 \n",
       "  534.962,1372.73 535.305,1372.33 535.649,1372.25 535.992,1372 536.336,1371.92 536.68,1371.76 537.023,1371.68 537.367,1371.6 537.711,1371.27 538.054,1370.95 \n",
       "  538.398,1370.79 538.741,1370.46 539.085,1370.38 539.429,1370.3 539.772,1370.06 540.116,1369.73 540.46,1369.49 540.803,1369.33 541.147,1369.08 541.49,1369 \n",
       "  541.834,1368.84 542.178,1368.6 542.521,1368.52 542.865,1368.35 543.209,1368.03 543.552,1367.54 543.896,1367.38 544.24,1367.22 544.583,1367.22 544.927,1366.89 \n",
       "  545.27,1366.81 545.614,1366.41 545.958,1366.08 546.301,1366.08 546.645,1365.84 546.989,1365.6 547.332,1365.27 547.676,1365.19 548.019,1365.11 548.363,1364.62 \n",
       "  548.707,1364.38 549.05,1364.14 549.394,1363.89 549.738,1363.65 550.081,1363.49 550.425,1363.41 550.768,1363.24 551.112,1362.84 551.456,1362.35 551.799,1362.35 \n",
       "  552.143,1362.19 552.487,1362.03 552.83,1361.78 553.174,1361.78 553.517,1361.54 553.861,1361.22 554.205,1360.97 554.548,1360.73 554.892,1360.49 555.236,1360.32 \n",
       "  555.579,1360.32 555.923,1360.08 556.267,1359.84 556.61,1359.59 556.954,1359.27 557.297,1358.94 557.641,1358.86 557.985,1358.7 558.328,1358.38 558.672,1358.3 \n",
       "  559.016,1358.05 559.359,1357.81 559.703,1357.65 560.046,1357.48 560.39,1357.32 560.734,1357 561.077,1356.75 561.421,1356.51 561.765,1356.35 562.108,1356.27 \n",
       "  562.452,1356.11 562.795,1356.11 563.139,1355.78 563.483,1355.46 563.826,1355.21 564.17,1354.89 564.514,1354.81 564.857,1354.73 565.201,1354.73 565.544,1354.56 \n",
       "  565.888,1354.16 566.232,1353.92 566.575,1353.67 566.919,1353.51 567.263,1353.27 567.606,1352.78 567.95,1352.7 568.294,1352.62 568.637,1352.54 568.981,1352.29 \n",
       "  569.324,1352.21 569.668,1351.81 570.012,1351.81 570.355,1351.73 570.699,1351.64 571.043,1351.4 571.386,1351.16 571.73,1350.83 572.073,1350.75 572.417,1350.67 \n",
       "  572.761,1350.1 573.104,1350.02 573.448,1349.78 573.792,1349.21 574.135,1349.05 574.479,1348.97 574.822,1348.48 575.166,1348.32 575.51,1348.32 575.853,1348.08 \n",
       "  576.197,1347.99 576.541,1347.99 576.884,1347.99 577.228,1347.83 577.571,1347.51 577.915,1347.18 578.259,1346.78 578.602,1346.7 578.946,1346.7 579.29,1346.21 \n",
       "  579.633,1346.05 579.977,1345.8 580.321,1345.4 580.664,1345.16 581.008,1344.99 581.351,1344.99 581.695,1344.83 582.039,1344.75 582.382,1344.75 582.726,1344.59 \n",
       "  583.07,1344.43 583.413,1344.34 583.757,1344.18 584.1,1343.94 584.444,1343.86 584.788,1343.37 585.131,1343.21 585.475,1342.88 585.819,1342.48 586.162,1342.23 \n",
       "  586.506,1342.07 586.849,1341.91 587.193,1341.59 587.537,1341.59 587.88,1341.5 588.224,1341.42 588.568,1341.34 588.911,1341.18 589.255,1340.86 589.598,1340.61 \n",
       "  589.942,1340.45 590.286,1340.13 590.629,1339.96 590.973,1339.8 591.317,1339.72 591.66,1339.56 592.004,1339.31 592.348,1338.91 592.691,1338.5 593.035,1338.26 \n",
       "  593.378,1338.1 593.722,1337.77 594.066,1337.77 594.409,1337.77 594.753,1337.45 595.097,1337.12 595.44,1336.8 595.784,1336.64 596.127,1336.56 596.471,1336.48 \n",
       "  596.815,1336.48 597.158,1336.23 597.502,1335.99 597.846,1335.75 598.189,1335.5 598.533,1335.18 598.876,1334.85 599.22,1334.69 599.564,1334.61 599.907,1334.53 \n",
       "  600.251,1334.29 600.595,1334.04 600.938,1333.64 601.282,1333.47 601.625,1333.31 601.969,1333.15 602.313,1333.07 602.656,1332.83 603,1332.83 603.344,1332.58 \n",
       "  603.687,1332.34 604.031,1332.1 604.374,1332.01 604.718,1331.77 605.062,1331.45 605.405,1331.28 605.749,1331.28 606.093,1331.12 606.436,1330.8 606.78,1330.55 \n",
       "  607.124,1330.23 607.467,1330.23 607.811,1330.15 608.154,1329.74 608.498,1329.66 608.842,1329.5 609.185,1329.5 609.529,1329.42 609.873,1329.09 610.216,1329.01 \n",
       "  610.56,1328.69 610.903,1328.28 611.247,1328.12 611.591,1328.04 611.934,1327.96 612.278,1327.8 612.622,1327.39 612.965,1327.07 613.309,1326.98 613.652,1326.66 \n",
       "  613.996,1326.58 614.34,1326.34 614.683,1326.17 615.027,1326.17 615.371,1326.17 615.714,1326.09 616.058,1325.85 616.401,1325.61 616.745,1325.36 617.089,1325.2 \n",
       "  617.432,1324.79 617.776,1324.63 618.12,1324.39 618.463,1324.23 618.807,1324.23 619.151,1323.82 619.494,1323.74 619.838,1323.42 620.181,1323.33 620.525,1323.17 \n",
       "  620.869,1322.85 621.212,1322.77 621.556,1322.44 621.9,1322.36 622.243,1322.28 622.587,1322.04 622.93,1321.63 623.274,1321.55 623.618,1321.55 623.961,1321.31 \n",
       "  624.305,1321.06 624.649,1320.98 624.992,1320.9 625.336,1320.58 625.679,1320.5 626.023,1320.33 626.367,1320.01 626.71,1319.93 627.054,1319.68 627.398,1319.44 \n",
       "  627.741,1319.2 628.085,1319.04 628.428,1318.79 628.772,1318.55 629.116,1318.39 629.459,1318.22 629.803,1317.9 630.147,1317.58 630.49,1317.58 630.834,1317.58 \n",
       "  631.178,1317.41 631.521,1317.33 631.865,1317.25 632.208,1317.09 632.552,1316.85 632.896,1316.68 633.239,1316.44 633.583,1316.28 633.927,1316.03 634.27,1315.87 \n",
       "  634.614,1315.47 634.957,1315.3 635.301,1315.06 635.645,1314.74 635.988,1314.66 636.332,1314.41 636.676,1314.41 637.019,1314.41 637.363,1314.01 637.706,1314.01 \n",
       "  638.05,1313.93 638.394,1313.76 638.737,1313.68 639.081,1313.6 639.425,1313.44 639.768,1313.11 640.112,1312.79 640.455,1312.47 640.799,1312.3 641.143,1312.22 \n",
       "  641.486,1311.98 641.83,1311.41 642.174,1311.25 642.517,1310.92 642.861,1310.68 643.205,1310.6 643.548,1310.6 643.892,1310.6 644.235,1310.36 644.579,1310.36 \n",
       "  644.923,1310.11 645.266,1310.03 645.61,1309.95 645.954,1309.79 646.297,1309.3 646.641,1309.14 646.984,1308.9 647.328,1308.73 647.672,1308.49 648.015,1308.33 \n",
       "  648.359,1307.92 648.703,1307.76 649.046,1307.6 649.39,1307.27 649.733,1307.27 650.077,1307.11 650.421,1307.03 650.764,1306.95 651.108,1306.87 651.452,1306.54 \n",
       "  651.795,1306.3 652.139,1306.22 652.482,1306.06 652.826,1305.98 653.17,1305.57 653.513,1305.57 653.857,1305.33 654.201,1305.08 654.544,1304.76 654.888,1304.6 \n",
       "  655.232,1304.6 655.575,1304.35 655.919,1304.11 656.262,1304.03 656.606,1303.87 656.95,1303.87 657.293,1303.79 657.637,1303.3 657.981,1303.06 658.324,1303.06 \n",
       "  658.668,1302.97 659.011,1302.73 659.355,1302.49 659.699,1302.33 660.042,1302.16 660.386,1301.92 660.73,1301.6 661.073,1301.43 661.417,1301.19 661.76,1300.95 \n",
       "  662.104,1300.87 662.448,1300.87 662.791,1300.78 663.135,1300.7 663.479,1300.62 663.822,1300.46 664.166,1300.38 664.509,1300.14 664.853,1299.89 665.197,1299.57 \n",
       "  665.54,1299.41 665.884,1299.16 666.228,1298.92 666.571,1298.84 666.915,1298.76 667.258,1298.27 667.602,1298.19 667.946,1298.11 668.289,1298.11 668.633,1298.03 \n",
       "  668.977,1297.78 669.32,1297.62 669.664,1297.54 670.008,1297.3 670.351,1297.13 670.695,1297.05 671.038,1296.97 671.382,1296.65 671.726,1296.24 672.069,1296 \n",
       "  672.413,1296 672.757,1295.92 673.1,1295.51 673.444,1295.43 673.787,1295.35 674.131,1295.19 674.475,1294.94 674.818,1294.78 675.162,1294.54 675.506,1294.54 \n",
       "  675.849,1294.46 676.193,1294.21 676.536,1294.13 676.88,1294.13 677.224,1294.05 677.567,1293.65 677.911,1293.48 678.255,1293.32 678.598,1293.16 678.942,1292.92 \n",
       "  679.285,1292.75 679.629,1292.67 679.973,1292.43 680.316,1292.35 680.66,1292.02 681.004,1292.02 681.347,1291.86 681.691,1291.7 682.035,1291.62 682.378,1291.62 \n",
       "  682.722,1291.29 683.065,1291.13 683.409,1291.05 683.753,1290.73 684.096,1290.73 684.44,1290.64 684.784,1290.4 685.127,1290 685.471,1289.75 685.814,1289.59 \n",
       "  686.158,1289.43 686.502,1289.35 686.845,1289.18 687.189,1289.02 687.533,1288.86 687.876,1288.62 688.22,1288.54 688.563,1288.54 688.907,1288.54 689.251,1288.29 \n",
       "  689.594,1287.97 689.938,1287.64 690.282,1287.64 690.625,1287.4 690.969,1287.32 691.312,1286.83 691.656,1286.59 692,1286.59 692.343,1286.51 692.687,1286.51 \n",
       "  693.031,1286.43 693.374,1285.94 693.718,1285.86 694.062,1285.7 694.405,1285.45 694.749,1285.21 695.092,1285.13 695.436,1285.05 695.78,1285.05 696.123,1284.72 \n",
       "  696.467,1284.56 696.811,1284.16 697.154,1284.16 697.498,1284.16 697.841,1283.99 698.185,1283.67 698.529,1283.67 698.872,1283.59 699.216,1283.43 699.56,1283.26 \n",
       "  699.903,1283.18 700.247,1282.78 700.59,1282.53 700.934,1282.29 701.278,1282.21 701.621,1282.05 701.965,1281.88 702.309,1281.72 702.652,1281.48 702.996,1281.48 \n",
       "  703.339,1281.32 703.683,1281.07 704.027,1280.99 704.37,1280.75 704.714,1280.5 705.058,1280.18 705.401,1280.1 705.745,1279.86 706.089,1279.77 706.432,1279.53 \n",
       "  706.776,1279.29 707.119,1279.04 707.463,1278.88 707.807,1278.64 708.15,1278.64 708.494,1278.56 708.838,1278.48 709.181,1278.15 709.525,1277.91 709.868,1277.83 \n",
       "  710.212,1277.58 710.556,1277.34 710.899,1277.26 711.243,1277.02 711.587,1276.94 711.93,1276.61 712.274,1276.37 712.617,1276.21 712.961,1275.96 713.305,1275.88 \n",
       "  713.648,1275.8 713.992,1275.39 714.336,1275.23 714.679,1275.07 715.023,1274.91 715.366,1274.58 715.71,1274.5 716.054,1274.5 716.397,1274.34 716.741,1274.1 \n",
       "  717.085,1273.93 717.428,1273.85 717.772,1273.85 718.116,1273.77 718.459,1273.53 718.803,1273.29 719.146,1273.2 719.49,1272.72 719.834,1272.56 720.177,1272.39 \n",
       "  720.521,1272.23 720.865,1271.99 721.208,1271.74 721.552,1271.58 721.895,1271.42 722.239,1271.18 722.583,1271.01 722.926,1270.93 723.27,1270.85 723.614,1270.85 \n",
       "  723.957,1270.77 724.301,1270.61 724.644,1270.37 724.988,1270.2 725.332,1270.12 725.675,1269.96 726.019,1269.72 726.363,1269.47 726.706,1269.39 727.05,1269.07 \n",
       "  727.393,1268.91 727.737,1268.91 728.081,1268.66 728.424,1268.34 728.768,1267.93 729.112,1267.85 729.455,1267.85 729.799,1267.77 730.142,1267.53 730.486,1267.28 \n",
       "  730.83,1267.12 731.173,1266.96 731.517,1266.47 731.861,1266.15 732.204,1266.15 732.548,1266.15 732.892,1266.07 733.235,1265.9 733.579,1265.58 733.922,1265.42 \n",
       "  734.266,1265.42 734.61,1265.09 734.953,1265.01 735.297,1264.93 735.641,1264.69 735.984,1264.52 736.328,1264.36 736.671,1264.28 737.015,1264.12 737.359,1263.88 \n",
       "  737.702,1263.79 738.046,1263.63 738.39,1263.47 738.733,1263.23 739.077,1263.06 739.42,1262.58 739.764,1262.33 740.108,1262.17 740.451,1262.17 740.795,1262.17 \n",
       "  741.139,1262.09 741.482,1261.93 741.826,1261.69 742.169,1261.36 742.513,1261.2 742.857,1260.87 743.2,1260.87 743.544,1260.47 743.888,1260.31 744.231,1260.06 \n",
       "  744.575,1259.98 744.919,1259.74 745.262,1259.33 745.606,1259.17 745.949,1259.01 746.293,1258.93 746.637,1258.93 746.98,1258.85 747.324,1258.68 747.668,1258.44 \n",
       "  748.011,1258.36 748.355,1258.28 748.698,1257.95 749.042,1257.47 749.386,1257.39 749.729,1257.22 750.073,1256.98 750.417,1256.66 750.76,1256.58 751.104,1256.33 \n",
       "  751.447,1256.25 751.791,1256.09 752.135,1255.85 752.478,1255.76 752.822,1255.6 753.166,1255.6 753.509,1255.2 753.853,1255.03 754.196,1254.79 754.54,1254.63 \n",
       "  754.884,1254.63 755.227,1254.55 755.571,1254.39 755.915,1254.22 756.258,1254.06 756.602,1253.98 756.946,1253.66 757.289,1253.49 757.633,1253.33 757.976,1253.25 \n",
       "  758.32,1252.76 758.664,1252.68 759.007,1252.52 759.351,1252.36 759.695,1252.28 760.038,1252.11 760.382,1252.03 760.725,1251.87 761.069,1251.71 761.413,1251.3 \n",
       "  761.756,1251.14 762.1,1250.9 762.444,1250.65 762.787,1250.57 763.131,1250.57 763.474,1250.41 763.818,1250.25 764.162,1249.84 764.505,1249.68 764.849,1249.52 \n",
       "  765.193,1249.27 765.536,1248.95 765.88,1248.87 766.223,1248.63 766.567,1248.63 766.911,1248.54 767.254,1248.38 767.598,1248.06 767.942,1247.98 768.285,1247.73 \n",
       "  768.629,1247.65 768.973,1247.49 769.316,1247.33 769.66,1247.17 770.003,1247 770.347,1246.68 770.691,1246.35 771.034,1246.27 771.378,1246.27 771.722,1245.87 \n",
       "  772.065,1245.71 772.409,1245.62 772.752,1245.38 773.096,1245.14 773.44,1244.89 773.783,1244.57 774.127,1244.49 774.471,1244.33 774.814,1244.08 775.158,1244 \n",
       "  775.501,1243.76 775.845,1243.52 776.189,1243.19 776.532,1243.11 776.876,1243.11 777.22,1243.03 777.563,1242.7 777.907,1242.62 778.25,1242.46 778.594,1242.38 \n",
       "  778.938,1242.06 779.281,1241.73 779.625,1241.65 779.969,1241.41 780.312,1241.24 780.656,1241.24 781,1240.92 781.343,1240.84 781.687,1240.76 782.03,1240.51 \n",
       "  782.374,1240.35 782.718,1239.87 783.061,1239.7 783.405,1239.54 783.749,1239.38 784.092,1239.3 784.436,1239.14 784.779,1238.65 785.123,1238.65 785.467,1238.49 \n",
       "  785.81,1238.32 786.154,1238.24 786.498,1238 786.841,1237.92 787.185,1237.68 787.528,1237.43 787.872,1237.35 788.216,1237.19 788.559,1236.95 788.903,1236.78 \n",
       "  789.247,1236.62 789.59,1236.3 789.934,1236.13 790.277,1236.05 790.621,1235.89 790.965,1235.49 791.308,1235.4 791.652,1235.08 791.996,1235 792.339,1234.59 \n",
       "  792.683,1234.51 793.027,1234.43 793.37,1234.27 793.714,1234.02 794.057,1233.94 794.401,1233.86 794.745,1233.78 795.088,1233.62 795.432,1233.38 795.776,1232.97 \n",
       "  796.119,1232.89 796.463,1232.4 796.806,1232.32 797.15,1232 797.494,1231.92 797.837,1231.67 798.181,1231.51 798.525,1231.27 798.868,1230.94 799.212,1230.7 \n",
       "  799.555,1230.7 799.899,1230.62 800.243,1230.54 800.586,1230.54 800.93,1230.29 801.274,1230.05 801.617,1229.81 801.961,1229.73 802.304,1229.4 802.648,1229.08 \n",
       "  802.992,1228.83 803.335,1228.35 803.679,1228.18 804.023,1228.1 804.366,1227.94 804.71,1227.78 805.053,1227.54 805.397,1227.29 805.741,1227.21 806.084,1227.05 \n",
       "  806.428,1227.05 806.772,1226.72 807.115,1226.56 807.459,1226.4 807.803,1226.24 808.146,1226.08 808.49,1225.67 808.833,1225.35 809.177,1225.18 809.521,1225.1 \n",
       "  809.864,1224.86 810.208,1224.45 810.552,1224.21 810.895,1223.97 811.239,1223.97 811.582,1223.72 811.926,1223.72 812.27,1223.48 812.613,1223.4 812.957,1223.07 \n",
       "  813.301,1222.99 813.644,1222.75 813.988,1222.59 814.331,1222.43 814.675,1222.18 815.019,1221.86 815.362,1221.86 815.706,1221.21 816.05,1220.8 816.393,1220.8 \n",
       "  816.737,1220.8 817.08,1220.56 817.424,1220.56 817.768,1220.32 818.111,1220.15 818.455,1219.99 818.799,1219.59 819.142,1219.34 819.486,1219.26 819.83,1219.18 \n",
       "  820.173,1219.02 820.517,1218.53 820.86,1218.29 821.204,1218.21 821.548,1217.96 821.891,1217.48 822.235,1217.4 822.579,1217.15 822.922,1217.07 823.266,1216.99 \n",
       "  823.609,1216.83 823.953,1216.58 824.297,1216.58 824.64,1216.26 824.984,1216.1 825.328,1215.85 825.671,1215.53 826.015,1215.45 826.358,1215.12 826.702,1215.04 \n",
       "  827.046,1214.8 827.389,1214.48 827.733,1214.31 828.077,1214.23 828.42,1213.99 828.764,1213.83 829.107,1213.58 829.451,1213.34 829.795,1213.26 830.138,1213.02 \n",
       "  830.482,1213.02 830.826,1212.61 831.169,1212.45 831.513,1212.29 831.857,1211.96 832.2,1211.47 832.544,1211.39 832.887,1211.23 833.231,1211.23 833.575,1210.91 \n",
       "  833.918,1210.74 834.262,1210.34 834.606,1210.18 834.949,1210.1 835.293,1210.1 835.636,1210.1 835.98,1210.01 836.324,1209.77 836.667,1209.53 837.011,1209.37 \n",
       "  837.355,1209.2 837.698,1208.8 838.042,1208.23 838.385,1207.99 838.729,1207.74 839.073,1207.66 839.416,1207.58 839.76,1207.26 840.104,1207.18 840.447,1207.09 \n",
       "  840.791,1206.93 841.134,1206.61 841.478,1206.53 841.822,1206.36 842.165,1206.28 842.509,1206.04 842.853,1205.96 843.196,1205.72 843.54,1205.55 843.884,1205.31 \n",
       "  844.227,1204.9 844.571,1204.66 844.914,1204.58 845.258,1204.42 845.602,1204.09 845.945,1204.01 846.289,1204.01 846.633,1203.69 846.976,1203.44 847.32,1203.36 \n",
       "  847.663,1203.2 848.007,1202.96 848.351,1202.71 848.694,1202.55 849.038,1202.31 849.382,1202.15 849.725,1201.9 850.069,1201.82 850.412,1201.66 850.756,1201.5 \n",
       "  851.1,1201.33 851.443,1201.25 851.787,1200.69 852.131,1200.6 852.474,1200.36 852.818,1200.12 853.161,1199.96 853.505,1199.79 853.849,1199.63 854.192,1199.47 \n",
       "  854.536,1199.23 854.88,1199.06 855.223,1198.98 855.567,1198.82 855.911,1198.66 856.254,1198.33 856.598,1198.25 856.941,1198.25 857.285,1198.09 857.629,1197.85 \n",
       "  857.972,1197.44 858.316,1197.28 858.66,1196.95 859.003,1196.63 859.347,1196.63 859.69,1196.55 860.034,1196.39 860.378,1196.14 860.721,1195.82 861.065,1195.74 \n",
       "  861.409,1195.58 861.752,1195.25 862.096,1195.17 862.439,1195.17 862.783,1195.17 863.127,1194.93 863.47,1194.68 863.814,1194.52 864.158,1194.2 864.501,1194.03 \n",
       "  864.845,1193.87 865.188,1193.47 865.532,1193.14 865.876,1192.9 866.219,1192.82 866.563,1192.74 866.907,1192.57 867.25,1192.25 867.594,1192.01 867.937,1191.76 \n",
       "  868.281,1191.68 868.625,1191.52 868.968,1191.36 869.312,1191.2 869.656,1190.95 869.999,1190.79 870.343,1190.79 870.687,1190.22 871.03,1190.14 871.374,1189.9 \n",
       "  871.717,1189.57 872.061,1189.25 872.405,1189.17 872.748,1189.17 873.092,1189.01 873.436,1188.76 873.779,1188.68 874.123,1188.44 874.466,1188.19 874.81,1188.03 \n",
       "  875.154,1187.79 875.497,1187.71 875.841,1187.3 876.185,1186.81 876.528,1186.81 876.872,1186.57 877.215,1186.33 877.559,1186.17 877.903,1185.84 878.246,1185.76 \n",
       "  878.59,1185.68 878.934,1185.68 879.277,1185.6 879.621,1185.27 879.964,1185.27 880.308,1184.87 880.652,1184.71 880.995,1184.54 881.339,1184.3 881.683,1183.98 \n",
       "  882.026,1183.98 882.37,1183.89 882.714,1183.73 883.057,1183.49 883.401,1183.25 883.744,1183.08 884.088,1182.84 884.432,1182.6 884.775,1182.35 885.119,1181.95 \n",
       "  885.463,1181.87 885.806,1181.62 886.15,1181.54 886.493,1181.3 886.837,1181.14 887.181,1181.14 887.524,1181.14 887.868,1180.81 888.212,1180.57 888.555,1180.41 \n",
       "  888.899,1180.24 889.242,1180.08 889.586,1180 889.93,1179.76 890.273,1179.43 890.617,1179.19 890.961,1178.87 891.304,1178.78 891.648,1178.7 891.991,1178.7 \n",
       "  892.335,1178.38 892.679,1178.22 893.022,1178.22 893.366,1178.05 893.71,1177.97 894.053,1177.73 894.397,1177.57 894.741,1177.24 895.084,1177.08 895.428,1176.76 \n",
       "  895.771,1176.59 896.115,1176.51 896.459,1176.35 896.802,1175.95 897.146,1175.78 897.49,1175.54 897.833,1175.13 898.177,1174.97 898.52,1174.81 898.864,1174.65 \n",
       "  899.208,1174.57 899.551,1174.49 899.895,1174.4 900.239,1174.24 900.582,1174 900.926,1173.76 901.269,1173.67 901.613,1173.35 901.957,1173.27 902.3,1173.11 \n",
       "  902.644,1172.94 902.988,1172.78 903.331,1172.62 903.675,1172.46 904.018,1172.21 904.362,1171.89 904.706,1171.73 905.049,1171.48 905.393,1171.16 905.737,1170.83 \n",
       "  906.08,1170.75 906.424,1170.59 906.768,1170.51 907.111,1170.1 907.455,1169.94 907.798,1169.78 908.142,1169.54 908.486,1169.46 908.829,1169.05 909.173,1168.97 \n",
       "  909.517,1168.81 909.86,1168.56 910.204,1168.4 910.547,1168.24 910.891,1168.08 911.235,1167.83 911.578,1167.51 911.922,1167.27 912.266,1166.86 912.609,1166.7 \n",
       "  912.953,1166.62 913.296,1166.37 913.64,1166.29 913.984,1166.13 914.327,1165.72 914.671,1165.72 915.015,1165.64 915.358,1165.4 915.702,1164.91 916.045,1164.67 \n",
       "  916.389,1164.59 916.733,1164.26 917.076,1164.18 917.42,1164.18 917.764,1163.7 918.107,1163.21 918.451,1163.13 918.795,1162.97 919.138,1162.89 919.482,1162.72 \n",
       "  919.825,1162.4 920.169,1161.99 920.513,1161.83 920.856,1161.75 921.2,1161.51 921.544,1161.18 921.887,1161.18 922.231,1161.02 922.574,1160.94 922.918,1160.94 \n",
       "  923.262,1160.7 923.605,1160.45 923.949,1160.21 924.293,1159.97 924.636,1159.64 924.98,1159.4 925.323,1159.15 925.667,1158.91 926.011,1158.75 926.354,1158.34 \n",
       "  926.698,1158.18 927.042,1157.94 927.385,1157.78 927.729,1157.61 928.072,1157.53 928.416,1157.45 928.76,1157.37 929.103,1157.29 929.447,1157.05 929.791,1156.64 \n",
       "  930.134,1156.56 930.478,1156.4 930.821,1156.23 931.165,1155.99 931.509,1155.58 931.852,1155.26 932.196,1155.1 932.54,1154.85 932.883,1154.61 933.227,1154.53 \n",
       "  933.571,1154.45 933.914,1154.29 934.258,1154.21 934.601,1153.72 934.945,1153.64 935.289,1153.48 935.632,1153.39 935.976,1153.15 936.32,1152.99 936.663,1152.75 \n",
       "  937.007,1152.42 937.35,1152.18 937.694,1152.02 938.038,1152.02 938.381,1151.85 938.725,1151.61 939.069,1151.45 939.412,1151.29 939.756,1151.04 940.099,1150.8 \n",
       "  940.443,1150.56 940.787,1150.39 941.13,1150.31 941.474,1150.07 941.818,1149.91 942.161,1149.58 942.505,1149.34 942.848,1149.26 943.192,1149.1 943.536,1148.85 \n",
       "  943.879,1148.85 944.223,1148.53 944.567,1148.2 944.91,1148.04 945.254,1147.72 945.598,1147.64 945.941,1147.39 946.285,1147.31 946.628,1147.23 946.972,1146.91 \n",
       "  947.316,1146.74 947.659,1146.58 948.003,1146.42 948.347,1146.18 948.69,1146.09 949.034,1146.01 949.377,1145.93 949.721,1145.77 950.065,1145.61 950.408,1145.28 \n",
       "  950.752,1144.88 951.096,1144.63 951.439,1144.55 951.783,1144.31 952.126,1144.23 952.47,1144.07 952.814,1143.66 953.157,1143.5 953.501,1143.34 953.845,1143.01 \n",
       "  954.188,1142.93 954.532,1142.77 954.875,1142.53 955.219,1142.36 955.563,1142.28 955.906,1142.28 956.25,1142.12 956.594,1142.04 956.937,1141.88 957.281,1141.55 \n",
       "  957.625,1141.47 957.968,1141.31 958.312,1140.82 958.655,1140.82 958.999,1140.5 959.343,1140.25 959.686,1140.09 960.03,1140.01 960.374,1139.77 960.717,1139.52 \n",
       "  961.061,1139.44 961.404,1139.2 961.748,1139.2 962.092,1139.12 962.435,1138.96 962.779,1138.87 963.123,1138.79 963.466,1138.63 963.81,1138.63 964.153,1138.39 \n",
       "  964.497,1137.98 964.841,1137.74 965.184,1137.58 965.528,1137.33 965.872,1136.93 966.215,1136.85 966.559,1136.77 966.902,1136.52 967.246,1136.52 967.59,1136.28 \n",
       "  967.933,1136.04 968.277,1135.87 968.621,1135.71 968.964,1135.63 969.308,1135.55 969.652,1135.39 969.995,1135.31 970.339,1135.06 970.682,1134.9 971.026,1134.58 \n",
       "  971.37,1134.41 971.713,1134.09 972.057,1133.85 972.401,1133.76 972.744,1133.68 973.088,1133.68 973.431,1133.68 973.775,1133.6 974.119,1133.36 974.462,1133.12 \n",
       "  974.806,1133.12 975.15,1132.87 975.493,1132.55 975.837,1132.55 976.18,1132.39 976.524,1132.14 976.868,1131.98 977.211,1131.9 977.555,1131.82 977.899,1131.66 \n",
       "  978.242,1131.33 978.586,1131.01 978.929,1130.76 979.273,1130.76 979.617,1130.68 979.96,1130.36 980.304,1130.2 980.648,1130.11 980.991,1129.87 981.335,1129.63 \n",
       "  981.679,1129.47 982.022,1129.38 982.366,1129.3 982.709,1129.3 983.053,1129.3 983.397,1129.3 983.74,1129.3 984.084,1128.98 984.428,1128.65 984.771,1128.49 \n",
       "  985.115,1128.33 985.458,1127.92 985.802,1127.68 986.146,1127.44 986.489,1127.44 986.833,1127.28 987.177,1127.03 987.52,1126.79 987.864,1126.38 988.207,1126.3 \n",
       "  988.551,1126.3 988.895,1126.14 989.238,1126.14 989.582,1125.98 989.926,1125.9 990.269,1125.73 990.613,1125.65 990.956,1125.49 991.3,1125.41 991.644,1125.08 \n",
       "  991.987,1125 992.331,1124.76 992.675,1124.19 993.018,1124.19 993.362,1123.95 993.705,1123.62 994.049,1123.3 994.393,1123.3 994.736,1123.22 995.08,1123.06 \n",
       "  995.424,1122.81 995.767,1122.73 996.111,1122.73 996.455,1122.57 996.798,1122.49 997.142,1122.33 997.485,1122.16 997.829,1122.08 998.173,1121.92 998.516,1121.68 \n",
       "  998.86,1121.43 999.204,1121.35 999.547,1121.19 999.891,1121.11 1000.23,1120.79 1000.58,1120.54 1000.92,1120.3 1001.27,1120.06 1001.61,1119.81 1001.95,1119.73 \n",
       "  1002.3,1119.41 1002.64,1119.24 1002.98,1118.92 1003.33,1118.68 1003.67,1118.68 1004.01,1118.6 1004.36,1118.35 1004.7,1118.11 1005.05,1117.95 1005.39,1117.95 \n",
       "  1005.73,1117.95 1006.08,1117.62 1006.42,1117.46 1006.76,1117.22 1007.11,1116.97 1007.45,1116.81 1007.79,1116.73 1008.14,1116.65 1008.48,1116.49 1008.83,1116.08 \n",
       "  1009.17,1116.08 1009.51,1116.08 1009.86,1115.76 1010.2,1115.43 1010.54,1115.19 1010.89,1115.03 1011.23,1114.78 1011.57,1114.22 1011.92,1114.22 1012.26,1114.05 \n",
       "  1012.61,1113.81 1012.95,1113.73 1013.29,1113.57 1013.64,1113.4 1013.98,1113.16 1014.32,1113 1014.67,1113 1015.01,1113 1015.35,1113 1015.7,1112.67 \n",
       "  1016.04,1112.43 1016.38,1112.11 1016.73,1111.78 1017.07,1111.7 1017.42,1111.3 1017.76,1110.97 1018.1,1110.81 1018.45,1110.65 1018.79,1110.4 1019.13,1110.4 \n",
       "  1019.48,1110.4 1019.82,1110.24 1020.16,1109.92 1020.51,1109.67 1020.85,1109.51 1021.2,1109.35 1021.54,1109.19 1021.88,1109.02 1022.23,1108.94 1022.57,1108.62 \n",
       "  1022.91,1108.62 1023.26,1108.46 1023.6,1108.13 1023.94,1108.05 1024.29,1107.97 1024.63,1107.64 1024.98,1107.4 1025.32,1107.08 1025.66,1106.91 1026.01,1106.59 \n",
       "  1026.35,1106.43 1026.69,1106.35 1027.04,1106.27 1027.38,1105.94 1027.72,1105.62 1028.07,1105.62 1028.41,1105.45 1028.76,1105.29 1029.1,1105.13 1029.44,1104.97 \n",
       "  1029.79,1104.81 1030.13,1104.56 1030.47,1104.48 1030.82,1104.48 1031.16,1104.24 1031.5,1103.91 1031.85,1103.67 1032.19,1103.59 1032.54,1103.26 1032.88,1103.02 \n",
       "  1033.22,1102.86 1033.57,1102.7 1033.91,1102.45 1034.25,1102.13 1034.6,1102.05 1034.94,1101.89 1035.28,1101.56 1035.63,1101.24 1035.97,1100.91 1036.32,1100.83 \n",
       "  1036.66,1100.83 1037,1100.75 1037.35,1100.67 1037.69,1100.43 1038.03,1100.26 1038.38,1099.7 1038.72,1099.53 1039.06,1099.45 1039.41,1099.45 1039.75,1099.37 \n",
       "  1040.1,1099.37 1040.44,1099.05 1040.78,1098.72 1041.13,1098.32 1041.47,1098.07 1041.81,1097.99 1042.16,1097.67 1042.5,1097.59 1042.84,1097.34 1043.19,1097.34 \n",
       "  1043.53,1097.26 1043.88,1096.61 1044.22,1096.45 1044.56,1096.45 1044.91,1096.37 1045.25,1096.37 1045.59,1096.29 1045.94,1096.13 1046.28,1095.96 1046.62,1095.8 \n",
       "  1046.97,1095.72 1047.31,1095.4 1047.66,1094.75 1048,1094.67 1048.34,1094.5 1048.69,1094.34 1049.03,1094.26 1049.37,1094.02 1049.72,1094.02 1050.06,1093.61 \n",
       "  1050.4,1093.45 1050.75,1093.12 1051.09,1092.96 1051.44,1092.88 1051.78,1092.56 1052.12,1092.56 1052.47,1092.48 1052.81,1092.48 1053.15,1092.23 1053.5,1092.15 \n",
       "  1053.84,1092.15 1054.18,1091.91 1054.53,1091.75 1054.87,1091.58 1055.21,1091.26 1055.56,1091.02 1055.9,1090.61 1056.25,1090.45 1056.59,1090.37 1056.93,1090.04 \n",
       "  1057.28,1089.72 1057.62,1089.56 1057.96,1089.47 1058.31,1089.39 1058.65,1089.39 1058.99,1089.31 1059.34,1089.23 1059.68,1089.15 1060.03,1088.91 1060.37,1088.66 \n",
       "  1060.71,1088.66 1061.06,1088.34 1061.4,1088.01 1061.74,1087.85 1062.09,1087.61 1062.43,1087.45 1062.77,1087.12 1063.12,1087.04 1063.46,1086.8 1063.81,1086.47 \n",
       "  1064.15,1086.39 1064.49,1086.39 1064.84,1086.39 1065.18,1086.31 1065.52,1085.99 1065.87,1085.91 1066.21,1085.74 1066.55,1085.58 1066.9,1085.34 1067.24,1084.93 \n",
       "  1067.59,1084.93 1067.93,1084.77 1068.27,1084.61 1068.62,1084.12 1068.96,1083.88 1069.3,1083.55 1069.65,1083.47 1069.99,1083.23 1070.33,1082.9 1070.68,1082.9 \n",
       "  1071.02,1082.66 1071.37,1082.66 1071.71,1082.66 1072.05,1082.5 1072.4,1082.09 1072.74,1081.85 1073.08,1081.77 1073.43,1081.61 1073.77,1081.53 1074.11,1081.53 \n",
       "  1074.46,1081.2 1074.8,1080.88 1075.15,1080.47 1075.49,1080.23 1075.83,1079.9 1076.18,1079.9 1076.52,1079.82 1076.86,1079.58 1077.21,1079.5 1077.55,1079.25 \n",
       "  1077.89,1079.17 1078.24,1078.69 1078.58,1078.69 1078.93,1078.44 1079.27,1078.28 1079.61,1078.2 1079.96,1077.96 1080.3,1077.71 1080.64,1077.63 1080.99,1077.31 \n",
       "  1081.33,1077.23 1081.67,1077.06 1082.02,1076.58 1082.36,1076.5 1082.71,1076.33 1083.05,1076.09 1083.39,1075.93 1083.74,1075.68 1084.08,1075.52 1084.42,1075.2 \n",
       "  1084.77,1075.2 1085.11,1074.87 1085.45,1074.71 1085.8,1074.71 1086.14,1074.63 1086.49,1074.31 1086.83,1073.98 1087.17,1073.9 1087.52,1073.74 1087.86,1073.49 \n",
       "  1088.2,1073.33 1088.55,1073.01 1088.89,1072.93 1089.23,1072.93 1089.58,1072.68 1089.92,1072.2 1090.27,1072.03 1090.61,1071.95 1090.95,1071.87 1091.3,1071.79 \n",
       "  1091.64,1071.55 1091.98,1071.22 1092.33,1071.14 1092.67,1070.98 1093.01,1070.98 1093.36,1070.9 1093.7,1070.66 1094.04,1070.41 1094.39,1070.33 1094.73,1069.93 \n",
       "  1095.08,1069.76 1095.42,1069.52 1095.76,1069.2 1096.11,1069.03 1096.45,1068.95 1096.79,1068.71 1097.14,1068.63 1097.48,1068.3 1097.82,1068.06 1098.17,1067.74 \n",
       "  1098.51,1067.65 1098.86,1067.49 1099.2,1067.33 1099.54,1067.25 1099.89,1067.17 1100.23,1067.09 1100.57,1066.76 1100.92,1066.6 1101.26,1066.28 1101.6,1065.87 \n",
       "  1101.95,1065.63 1102.29,1065.38 1102.64,1065.3 1102.98,1065.06 1103.32,1065.06 1103.67,1064.65 1104.01,1064.57 1104.35,1064.25 1104.7,1064 1105.04,1064 \n",
       "  1105.38,1063.92 1105.73,1063.68 1106.07,1063.52 1106.42,1063.52 1106.76,1063.27 1107.1,1063.03 1107.45,1062.79 1107.79,1062.62 1108.13,1062.38 1108.48,1062.22 \n",
       "  1108.82,1061.89 1109.16,1061.73 1109.51,1061.57 1109.85,1061.33 1110.2,1061 1110.54,1060.84 1110.88,1060.76 1111.23,1060.76 1111.57,1060.6 1111.91,1060.11 \n",
       "  1112.26,1059.95 1112.6,1059.79 1112.94,1059.62 1113.29,1059.46 1113.63,1059.3 1113.98,1059.22 1114.32,1059.06 1114.66,1058.89 1115.01,1058.65 1115.35,1058.33 \n",
       "  1115.69,1058.16 1116.04,1058.16 1116.38,1057.84 1116.72,1057.35 1117.07,1057.19 1117.41,1057.03 1117.76,1056.95 1118.1,1056.62 1118.44,1056.38 1118.79,1056.14 \n",
       "  1119.13,1055.89 1119.47,1055.81 1119.82,1055.41 1120.16,1055.32 1120.5,1055.24 1120.85,1055.16 1121.19,1055 1121.54,1054.92 1121.88,1054.84 1122.22,1054.68 \n",
       "  1122.57,1054.43 1122.91,1053.86 1123.25,1053.78 1123.6,1053.46 1123.94,1053.46 1124.28,1053.13 1124.63,1053.05 1124.97,1052.65 1125.32,1052.4 1125.66,1052.16 \n",
       "  1126,1052.08 1126.35,1052 1126.69,1051.92 1127.03,1051.84 1127.38,1051.76 1127.72,1051.59 1128.06,1051.51 1128.41,1051.03 1128.75,1050.86 1129.1,1050.78 \n",
       "  1129.44,1050.3 1129.78,1050.13 1130.13,1049.81 1130.47,1049.57 1130.81,1049.16 1131.16,1049 1131.5,1048.84 1131.84,1048.59 1132.19,1048.59 1132.53,1048.35 \n",
       "  1132.88,1048.27 1133.22,1048.19 1133.56,1048.02 1133.91,1047.86 1134.25,1047.86 1134.59,1047.54 1134.94,1047.13 1135.28,1046.81 1135.62,1046.73 1135.97,1046.56 \n",
       "  1136.31,1046.24 1136.65,1046 1137,1045.59 1137.34,1045.35 1137.69,1045.27 1138.03,1045.1 1138.37,1044.94 1138.72,1044.86 1139.06,1044.86 1139.4,1044.7 \n",
       "  1139.75,1044.62 1140.09,1044.62 1140.43,1044.45 1140.78,1044.05 1141.12,1043.97 1141.47,1043.72 1141.81,1043.4 1142.15,1043.08 1142.5,1042.59 1142.84,1042.26 \n",
       "  1143.18,1042.1 1143.53,1041.94 1143.87,1041.78 1144.21,1041.62 1144.56,1041.45 1144.9,1041.29 1145.25,1041.21 1145.59,1041.21 1145.93,1040.97 1146.28,1040.64 \n",
       "  1146.62,1040.48 1146.96,1040.32 1147.31,1039.99 1147.65,1039.83 1147.99,1039.59 1148.34,1039.34 1148.68,1039.18 1149.03,1038.86 1149.37,1038.61 1149.71,1038.37 \n",
       "  1150.06,1038.05 1150.4,1038.05 1150.74,1038.05 1151.09,1038.05 1151.43,1037.97 1151.77,1037.97 1152.12,1037.8 1152.46,1037.32 1152.81,1036.83 1153.15,1036.51 \n",
       "  1153.49,1036.42 1153.84,1036.18 1154.18,1035.94 1154.52,1035.69 1154.87,1035.45 1155.21,1035.13 1155.55,1034.96 1155.9,1034.88 1156.24,1034.8 1156.59,1034.8 \n",
       "  1156.93,1034.72 1157.27,1034.72 1157.62,1034.56 1157.96,1034.23 1158.3,1034.15 1158.65,1033.91 1158.99,1033.5 1159.33,1033.34 1159.68,1032.86 1160.02,1032.61 \n",
       "  1160.37,1032.37 1160.71,1032.04 1161.05,1031.8 1161.4,1031.8 1161.74,1031.64 1162.08,1031.48 1162.43,1031.39 1162.77,1031.39 1163.11,1031.23 1163.46,1031.07 \n",
       "  1163.8,1030.99 1164.15,1030.75 1164.49,1030.58 1164.83,1030.34 1165.18,1030.26 1165.52,1030.02 1165.86,1029.69 1166.21,1029.45 1166.55,1028.96 1166.89,1028.72 \n",
       "  1167.24,1028.23 1167.58,1028.23 1167.93,1028.15 1168.27,1028.07 1168.61,1027.99 1168.96,1027.66 1169.3,1027.58 1169.64,1027.5 1169.99,1027.42 1170.33,1027.26 \n",
       "  1170.67,1027.1 1171.02,1026.77 1171.36,1026.61 1171.71,1026.37 1172.05,1026.2 1172.39,1025.88 1172.74,1025.64 1173.08,1025.47 1173.42,1024.99 1173.77,1024.82 \n",
       "  1174.11,1024.58 1174.45,1024.5 1174.8,1024.42 1175.14,1024.18 1175.48,1024.01 1175.83,1023.93 1176.17,1023.77 1176.52,1023.61 1176.86,1023.53 1177.2,1023.45 \n",
       "  1177.55,1023.28 1177.89,1023.2 1178.23,1022.88 1178.58,1022.72 1178.92,1022.63 1179.26,1022.23 1179.61,1021.9 1179.95,1021.5 1180.3,1021.26 1180.64,1020.93 \n",
       "  1180.98,1020.69 1181.33,1020.69 1181.67,1020.53 1182.01,1020.36 1182.36,1020.28 1182.7,1020.2 1183.04,1019.96 1183.39,1019.96 1183.73,1019.55 1184.08,1019.39 \n",
       "  1184.42,1019.15 1184.76,1019.07 1185.11,1018.9 1185.45,1018.9 1185.79,1018.82 1186.14,1018.25 1186.48,1018.09 1186.82,1017.52 1187.17,1017.36 1187.51,1017.28 \n",
       "  1187.86,1017.12 1188.2,1016.96 1188.54,1016.96 1188.89,1016.79 1189.23,1016.55 1189.57,1016.31 1189.92,1016.14 1190.26,1016.14 1190.6,1015.82 1190.95,1015.66 \n",
       "  1191.29,1015.58 1191.64,1015.33 1191.98,1015.17 1192.32,1014.77 1192.67,1014.52 1193.01,1014.36 1193.35,1014.2 1193.7,1013.95 1194.04,1013.71 1194.38,1013.55 \n",
       "  1194.73,1013.39 1195.07,1013.14 1195.42,1012.9 1195.76,1012.9 1196.1,1012.49 1196.45,1012.33 1196.79,1012.25 1197.13,1011.85 1197.48,1011.6 1197.82,1011.6 \n",
       "  1198.16,1011.6 1198.51,1011.36 1198.85,1011.28 1199.2,1010.95 1199.54,1010.63 1199.88,1010.22 1200.23,1010.06 1200.57,1009.9 1200.91,1009.66 1201.26,1009.49 \n",
       "  1201.6,1009.25 1201.94,1009.17 1202.29,1008.93 1202.63,1008.6 1202.98,1008.11 1203.32,1008.11 1203.66,1007.87 1204.01,1007.71 1204.35,1007.71 1204.69,1007.47 \n",
       "  1205.04,1007.3 1205.38,1007.22 1205.72,1007.06 1206.07,1006.65 1206.41,1006.57 1206.76,1006.49 1207.1,1006.17 1207.44,1005.92 1207.79,1005.6 1208.13,1005.36 \n",
       "  1208.47,1005.11 1208.82,1005.11 1209.16,1004.87 1209.5,1004.63 1209.85,1004.38 1210.19,1004.38 1210.54,1004.22 1210.88,1003.9 1211.22,1003.82 1211.57,1003.49 \n",
       "  1211.91,1003.17 1212.25,1003.09 1212.6,1002.84 1212.94,1002.68 1213.28,1002.52 1213.63,1002.36 1213.97,1001.87 1214.31,1001.87 1214.66,1001.46 1215,1001.22 \n",
       "  1215.35,1001.06 1215.69,1001.06 1216.03,1000.89 1216.38,1000.57 1216.72,1000.41 1217.06,1000.08 1217.41,999.922 1217.75,999.922 1218.09,999.759 1218.44,999.354 \n",
       "  1218.78,999.354 1219.13,999.11 1219.47,998.867 1219.81,998.543 1220.16,998.218 1220.5,997.975 1220.84,997.569 1221.19,997.569 1221.53,997.569 1221.87,997.407 \n",
       "  1222.22,997.082 1222.56,996.92 1222.91,996.839 1223.25,996.596 1223.59,996.434 1223.94,996.434 1224.28,996.352 1224.62,995.866 1224.97,995.866 1225.31,995.703 \n",
       "  1225.65,995.217 1226,994.892 1226.34,994.73 1226.69,994.406 1227.03,994.081 1227.37,994 1227.72,994 1228.06,994 1228.4,993.838 1228.75,993.594 \n",
       "  1229.09,993.27 1229.43,993.108 1229.78,993.027 1230.12,992.864 1230.47,992.864 1230.81,992.783 1231.15,992.621 1231.5,992.378 1231.84,992.297 1232.18,991.648 \n",
       "  1232.53,991.404 1232.87,991.242 1233.21,990.999 1233.56,990.755 1233.9,990.512 1234.25,990.35 1234.59,990.269 1234.93,990.188 1235.28,990.106 1235.62,989.944 \n",
       "  1235.96,989.782 1236.31,989.701 1236.65,989.457 1236.99,989.457 1237.34,989.457 1237.68,988.89 1238.03,988.565 1238.37,988.322 1238.71,988.241 1239.06,988.079 \n",
       "  1239.4,987.754 1239.74,987.348 1240.09,987.267 1240.43,987.105 1240.77,987.024 1241.12,987.024 1241.46,986.781 1241.81,986.537 1242.15,986.294 1242.49,986.294 \n",
       "  1242.84,986.213 1243.18,986.213 1243.52,985.969 1243.87,985.726 1244.21,985.564 1244.55,985.239 1244.9,984.996 1245.24,984.834 1245.59,984.834 1245.93,984.509 \n",
       "  1246.27,984.104 1246.62,983.779 1246.96,983.617 1247.3,983.455 1247.65,983.293 1247.99,983.13 1248.33,983.049 1248.68,982.968 1249.02,982.806 1249.37,982.563 \n",
       "  1249.71,982.4 1250.05,982.238 1250.4,982.157 1250.74,982.076 1251.08,981.833 1251.43,981.751 1251.77,981.265 1252.11,981.102 1252.46,980.778 1252.8,980.291 \n",
       "  1253.14,980.048 1253.49,979.723 1253.83,979.723 1254.18,979.642 1254.52,979.237 1254.86,979.156 1255.21,978.912 1255.55,978.75 1255.89,978.75 1256.24,978.426 \n",
       "  1256.58,978.344 1256.92,978.182 1257.27,977.939 1257.61,977.858 1257.96,977.614 1258.3,977.371 1258.64,977.209 1258.99,977.047 1259.33,976.803 1259.67,976.317 \n",
       "  1260.02,975.992 1260.36,975.992 1260.7,975.992 1261.05,975.992 1261.39,975.992 1261.74,975.992 1262.08,975.992 1262.42,975.992 1262.77,975.992 1263.11,975.992 \n",
       "  1263.45,975.992 1263.8,975.992 1264.14,975.992 1264.48,975.992 1264.83,975.992 1265.17,975.992 1265.52,975.019 1265.86,974.694 1266.2,973.964 1266.55,973.396 \n",
       "  1266.89,972.991 1267.23,972.747 1267.58,972.504 1267.92,972.423 1268.26,972.342 1268.61,972.261 1268.95,972.18 1269.3,972.18 1269.64,972.098 1269.98,972.098 \n",
       "  1270.33,972.098 1270.67,972.098 1271.01,972.017 1271.36,971.774 1271.7,971.368 1272.04,970.963 1272.39,970.719 1272.73,970.152 1273.08,969.746 1273.42,969.503 \n",
       "  1273.76,969.178 1274.11,969.016 1274.45,969.016 1274.79,968.935 1275.14,968.773 1275.48,968.61 1275.82,968.448 1276.17,968.367 1276.51,968.286 1276.86,968.043 \n",
       "  1277.2,967.88 1277.54,967.556 1277.89,967.313 1278.23,967.15 1278.57,966.907 1278.92,966.745 1279.26,966.339 1279.6,966.258 1279.95,966.258 1280.29,965.934 \n",
       "  1280.64,965.934 1280.98,965.609 1281.32,965.609 1281.67,965.447 1282.01,965.366 1282.35,965.204 1282.7,964.798 1283.04,964.555 1283.38,964.555 1283.73,964.311 \n",
       "  1284.07,964.311 1284.42,964.23 1284.76,963.743 1285.1,963.581 1285.45,963.338 1285.79,963.094 1286.13,962.932 1286.48,962.446 1286.82,962.446 1287.16,962.283 \n",
       "  1287.51,962.04 1287.85,961.959 1288.2,961.797 1288.54,961.716 1288.88,961.472 1289.23,961.391 1289.57,961.229 1289.91,961.067 1290.26,960.823 1290.6,960.499 \n",
       "  1290.94,960.174 1291.29,959.931 1291.63,959.769 1291.97,959.282 1292.32,959.039 1292.66,958.714 1293.01,958.471 1293.35,958.471 1293.69,958.227 1294.04,958.065 \n",
       "  1294.38,957.903 1294.72,957.903 1295.07,957.741 1295.41,957.66 1295.75,957.416 1296.1,957.092 1296.44,956.848 1296.79,956.686 1297.13,956.605 1297.47,956.362 \n",
       "  1297.82,956.2 1298.16,955.956 1298.5,955.632 1298.85,955.551 1299.19,955.307 1299.53,955.064 1299.88,954.821 1300.22,954.658 1300.57,954.577 1300.91,954.577 \n",
       "  1301.25,954.091 1301.6,953.928 1301.94,953.685 1302.28,953.685 1302.63,953.523 1302.97,953.442 1303.31,953.36 1303.66,953.117 1304,952.63 1304.35,952.306 \n",
       "  1304.69,952.144 1305.03,952.063 1305.38,951.9 1305.72,951.657 1306.06,951.576 1306.41,951.495 1306.75,951.333 1307.09,951.251 1307.44,950.927 1307.78,950.927 \n",
       "  1308.13,950.521 1308.47,950.44 1308.81,950.359 1309.16,950.116 1309.5,949.71 1309.84,949.386 1310.19,949.305 1310.53,949.061 1310.87,948.818 1311.22,948.656 \n",
       "  1311.56,948.25 1311.91,948.169 1312.25,947.926 1312.59,947.845 1312.94,947.763 1313.28,947.763 1313.62,947.439 1313.97,947.277 1314.31,947.196 1314.65,947.033 \n",
       "  1315,946.628 1315.34,946.547 1315.69,946.222 1316.03,946.06 1316.37,945.898 1316.72,945.654 1317.06,945.168 1317.4,944.843 1317.75,944.519 1318.09,944.438 \n",
       "  1318.43,944.356 1318.78,944.113 1319.12,943.87 1319.47,943.626 1319.81,943.545 1320.15,943.383 1320.5,943.059 1320.84,942.815 1321.18,942.815 1321.53,942.815 \n",
       "  1321.87,942.815 1322.21,942.491 1322.56,942.166 1322.9,942.085 1323.25,941.923 1323.59,941.761 1323.93,941.355 1324.28,941.031 1324.62,940.95 1324.96,940.625 \n",
       "  1325.31,940.382 1325.65,940.301 1325.99,940.138 1326.34,939.976 1326.68,939.733 1327.03,939.652 1327.37,939.652 1327.71,939.571 1328.06,939.327 1328.4,939.165 \n",
       "  1328.74,938.841 1329.09,938.678 1329.43,938.516 1329.77,938.11 1330.12,937.786 1330.46,937.624 1330.8,937.38 1331.15,937.299 1331.49,937.056 1331.84,936.326 \n",
       "  1332.18,936.164 1332.52,936.001 1332.87,935.92 1333.21,935.92 1333.55,935.839 1333.9,935.596 1334.24,935.434 1334.58,935.271 1334.93,934.947 1335.27,934.785 \n",
       "  1335.62,934.622 1335.96,934.541 1336.3,934.217 1336.65,934.055 1336.99,933.892 1337.33,933.649 1337.68,933.162 1338.02,933 1338.36,932.757 1338.71,932.513 \n",
       "  1339.05,932.432 1339.4,932.108 1339.74,931.946 1340.08,931.783 1340.43,931.54 1340.77,931.378 1341.11,931.216 1341.46,930.891 1341.8,930.81 1342.14,930.648 \n",
       "  1342.49,930.242 1342.83,930.08 1343.18,929.755 1343.52,929.674 1343.86,929.512 1344.21,929.35 1344.55,929.025 1344.89,928.782 1345.24,928.62 1345.58,928.458 \n",
       "  1345.92,928.052 1346.27,927.809 1346.61,927.809 1346.96,927.565 1347.3,927.322 1347.64,927.322 1347.99,927.16 1348.33,926.916 1348.67,926.754 1349.02,926.349 \n",
       "  1349.36,926.024 1349.7,925.7 1350.05,925.618 1350.39,925.213 1350.74,924.97 1351.08,924.888 1351.42,924.645 1351.77,924.402 1352.11,924.321 1352.45,923.915 \n",
       "  1352.8,923.834 1353.14,923.672 1353.48,923.672 1353.83,923.428 1354.17,923.104 1354.52,922.698 1354.86,922.455 1355.2,922.049 1355.55,921.887 1355.89,921.725 \n",
       "  1356.23,921.482 1356.58,921.076 1356.92,920.995 1357.26,920.995 1357.61,920.67 1357.95,920.346 1358.3,920.103 1358.64,919.94 1358.98,919.535 1359.33,919.372 \n",
       "  1359.67,919.129 1360.01,918.886 1360.36,918.805 1360.7,918.724 1361.04,918.642 1361.39,918.399 1361.73,917.994 1362.08,917.831 1362.42,917.507 1362.76,917.182 \n",
       "  1363.11,917.02 1363.45,916.777 1363.79,916.533 1364.14,916.371 1364.48,916.29 1364.82,916.047 1365.17,915.479 1365.51,915.236 1365.86,914.992 1366.2,914.83 \n",
       "  1366.54,914.587 1366.89,914.424 1367.23,914.343 1367.57,914.1 1367.92,913.938 1368.26,913.775 1368.6,913.289 1368.95,913.208 1369.29,912.883 1369.63,912.64 \n",
       "  1369.98,912.396 1370.32,912.153 1370.67,912.072 1371.01,911.829 1371.35,911.747 1371.7,911.585 1372.04,911.18 1372.38,911.017 1372.73,910.693 1373.07,910.531 \n",
       "  1373.41,910.369 1373.76,909.638 1374.1,909.638 1374.45,909.395 1374.79,909.233 1375.13,908.908 1375.48,908.665 1375.82,908.422 1376.16,908.097 1376.51,908.016 \n",
       "  1376.85,908.016 1377.19,907.692 1377.54,907.367 1377.88,907.124 1378.23,906.962 1378.57,906.799 1378.91,906.556 1379.26,906.313 1379.6,906.069 1379.94,905.745 \n",
       "  1380.29,905.664 1380.63,905.583 1380.97,905.501 1381.32,905.096 1381.66,904.771 1382.01,904.609 1382.35,904.528 1382.69,904.204 1383.04,904.041 1383.38,903.555 \n",
       "  1383.72,903.392 1384.07,903.149 1384.41,902.987 1384.75,902.581 1385.1,902.419 1385.44,902.176 1385.79,902.013 1386.13,901.689 1386.47,901.527 1386.82,901.365 \n",
       "  1387.16,900.959 1387.5,900.797 1387.85,900.634 1388.19,900.229 1388.53,900.067 1388.88,899.904 1389.22,899.742 1389.57,899.58 1389.91,899.255 1390.25,899.255 \n",
       "  1390.6,898.931 1390.94,898.607 1391.28,898.282 1391.63,897.877 1391.97,897.714 1392.31,897.471 1392.66,897.065 1393,896.822 1393.35,896.66 1393.69,896.335 \n",
       "  1394.03,896.254 1394.38,896.173 1394.72,895.686 1395.06,895.443 1395.41,895.362 1395.75,895.119 1396.09,894.47 1396.44,894.388 1396.78,894.307 1397.13,894.064 \n",
       "  1397.47,893.983 1397.81,893.74 1398.16,893.577 1398.5,893.253 1398.84,892.766 1399.19,892.523 1399.53,892.198 1399.87,891.955 1400.22,891.631 1400.56,891.549 \n",
       "  1400.91,891.549 1401.25,891.063 1401.59,890.9 1401.94,890.576 1402.28,890.252 1402.62,890.008 1402.97,889.603 1403.31,889.278 1403.65,889.035 1404,888.873 \n",
       "  1404.34,888.629 1404.69,888.305 1405.03,888.142 1405.37,887.899 1405.72,887.656 1406.06,887.25 1406.4,887.007 1406.75,886.601 1407.09,886.277 1407.43,885.952 \n",
       "  1407.78,885.952 1408.12,885.79 1408.47,885.547 1408.81,885.385 1409.15,884.979 1409.5,884.736 1409.84,884.573 1410.18,884.249 1410.53,884.087 1410.87,883.843 \n",
       "  1411.21,883.519 1411.56,883.194 1411.9,882.87 1412.24,882.708 1412.59,882.302 1412.93,881.896 1413.28,881.815 1413.62,881.653 1413.96,881.491 1414.31,881.248 \n",
       "  1414.65,880.761 1414.99,880.436 1415.34,880.193 1415.68,880.031 1416.02,879.706 1416.37,879.382 1416.71,879.301 1417.06,878.976 1417.4,878.895 1417.74,878.571 \n",
       "  1418.09,878.327 1418.43,878.003 1418.77,877.76 1419.12,877.354 1419.46,877.192 1419.8,876.867 1420.15,876.624 1420.49,876.462 1420.84,876.137 1421.18,875.569 \n",
       "  1421.52,875.245 1421.87,875.002 1422.21,874.839 1422.55,874.515 1422.9,874.271 1423.24,874.109 1423.58,873.947 1423.93,873.623 1424.27,873.379 1424.62,873.055 \n",
       "  1424.96,872.974 1425.3,872.487 1425.65,872.406 1425.99,872.406 1426.33,872.081 1426.68,871.676 1427.02,871.595 1427.36,871.432 1427.71,871.027 1428.05,870.702 \n",
       "  1428.4,870.297 1428.74,869.972 1429.08,869.729 1429.43,869.567 1429.77,869.323 1430.11,868.837 1430.46,868.837 1430.8,868.674 1431.14,868.512 1431.49,868.431 \n",
       "  1431.83,868.025 1432.18,867.458 1432.52,867.377 1432.86,867.133 1433.21,866.89 1433.55,866.647 1433.89,866.484 1434.24,866.079 1434.58,865.916 1434.92,865.754 \n",
       "  1435.27,865.592 1435.61,865.186 1435.96,864.943 1436.3,864.781 1436.64,864.375 1436.99,864.051 1437.33,863.483 1437.67,863.077 1438.02,862.915 1438.36,862.834 \n",
       "  1438.7,862.672 1439.05,862.428 1439.39,862.347 1439.74,862.266 1440.08,861.779 1440.42,861.617 1440.77,861.374 1441.11,860.644 1441.45,860.319 1441.8,859.995 \n",
       "  1442.14,859.752 1442.48,859.752 1442.83,859.508 1443.17,859.103 1443.52,858.859 1443.86,858.778 1444.2,858.454 1444.55,858.21 1444.89,858.048 1445.23,857.724 \n",
       "  1445.58,857.48 1445.92,857.075 1446.26,856.831 1446.61,856.75 1446.95,856.426 1447.3,856.02 1447.64,855.777 1447.98,855.452 1448.33,855.047 1448.67,854.722 \n",
       "  1449.01,854.479 1449.36,854.236 1449.7,853.992 1450.04,853.83 1450.39,853.506 1450.73,853.181 1451.07,853.019 1451.42,852.776 1451.76,852.37 1452.11,852.045 \n",
       "  1452.45,851.964 1452.79,851.478 1453.14,851.072 1453.48,850.91 1453.82,850.666 1454.17,850.585 1454.51,850.342 1454.85,850.18 1455.2,849.936 1455.54,849.531 \n",
       "  1455.89,849.206 1456.23,848.801 1456.57,848.395 1456.92,848.071 1457.26,848.071 1457.6,847.99 1457.95,847.665 1458.29,847.584 1458.63,847.422 1458.98,847.422 \n",
       "  1459.32,847.097 1459.67,846.448 1460.01,846.043 1460.35,845.718 1460.7,845.475 1461.04,845.313 1461.38,845.151 1461.73,844.745 1462.07,844.258 1462.41,844.096 \n",
       "  1462.76,844.015 1463.1,843.853 1463.45,843.285 1463.79,843.204 1464.13,842.636 1464.48,842.555 1464.82,842.23 1465.16,842.149 1465.51,841.987 1465.85,841.744 \n",
       "  1466.19,841.5 1466.54,841.095 1466.88,840.689 1467.23,840.121 1467.57,839.716 1467.91,839.472 1468.26,839.229 1468.6,838.742 1468.94,838.661 1469.29,838.418 \n",
       "  1469.63,838.256 1469.97,838.093 1470.32,837.931 1470.66,837.607 1471.01,837.201 1471.35,836.633 1471.69,836.633 1472.04,836.309 1472.38,836.147 1472.72,835.903 \n",
       "  1473.07,835.579 1473.41,835.416 1473.75,835.254 1474.1,834.93 1474.44,834.686 1474.79,834.119 1475.13,833.956 1475.47,833.47 1475.82,833.064 1476.16,832.983 \n",
       "  1476.5,832.74 1476.85,832.415 1477.19,832.091 1477.53,831.847 1477.88,831.442 1478.22,831.117 1478.57,830.874 1478.91,830.549 1479.25,830.468 1479.6,830.387 \n",
       "  1479.94,829.982 1480.28,829.495 1480.63,829.17 1480.97,828.684 1481.31,828.197 1481.66,827.954 1482,827.629 1482.35,827.386 1482.69,826.98 1483.03,826.98 \n",
       "  1483.38,826.575 1483.72,826.494 1484.06,826.169 1484.41,826.007 1484.75,825.277 1485.09,824.952 1485.44,824.628 1485.78,824.547 1486.13,824.303 1486.47,823.817 \n",
       "  1486.81,823.573 1487.16,823.33 1487.5,823.006 1487.84,822.762 1488.19,822.519 1488.53,822.438 1488.87,821.951 1489.22,821.789 1489.56,821.708 1489.9,821.464 \n",
       "  1490.25,820.978 1490.59,820.491 1490.94,820.248 1491.28,820.085 1491.62,819.68 1491.97,819.436 1492.31,819.193 1492.65,818.869 1493,818.706 1493.34,818.382 \n",
       "  1493.68,818.057 1494.03,817.733 1494.37,817.409 1494.72,817.246 1495.06,817.084 1495.4,816.76 1495.75,816.354 1496.09,815.786 1496.43,815.381 1496.78,815.137 \n",
       "  1497.12,814.813 1497.46,814.326 1497.81,814.164 1498.15,814.002 1498.5,813.677 1498.84,813.434 1499.18,813.19 1499.53,812.542 1499.87,812.298 1500.21,811.811 \n",
       "  1500.56,811.568 1500.9,811.325 1501.24,811.081 1501.59,810.919 1501.93,810.838 1502.28,810.595 1502.62,810.432 1502.96,810.108 1503.31,809.784 1503.65,808.972 \n",
       "  1503.99,808.567 1504.34,808.405 1504.68,808.242 1505.02,808.161 1505.37,807.999 1505.71,807.756 1506.06,807.512 1506.4,807.188 1506.74,806.782 1507.09,806.539 \n",
       "  1507.43,806.052 1507.77,805.647 1508.12,805.565 1508.46,805.322 1508.8,804.998 1509.15,804.754 1509.49,804.511 1509.84,804.349 1510.18,804.105 1510.52,803.862 \n",
       "  1510.87,803.456 1511.21,802.97 1511.55,802.645 1511.9,802.077 1512.24,801.672 1512.58,801.591 1512.93,801.429 1513.27,801.266 1513.62,800.942 1513.96,800.536 \n",
       "  1514.3,800.212 1514.65,799.806 1514.99,799.319 1515.33,798.914 1515.68,798.508 1516.02,798.346 1516.36,798.103 1516.71,797.859 1517.05,797.616 1517.4,797.21 \n",
       "  1517.74,797.048 1518.08,796.48 1518.43,796.318 1518.77,796.075 1519.11,795.75 1519.46,795.264 1519.8,795.264 1520.14,794.939 1520.49,794.696 1520.83,794.128 \n",
       "  1521.18,793.804 1521.52,793.56 1521.86,793.236 1522.21,792.911 1522.55,792.587 1522.89,792.425 1523.24,792.262 1523.58,792.1 1523.92,791.532 1524.27,790.883 \n",
       "  1524.61,790.802 1524.96,790.64 1525.3,790.559 1525.64,790.072 1525.99,789.667 1526.33,789.423 1526.67,789.099 1527.02,788.855 1527.36,788.45 1527.7,787.882 \n",
       "  1528.05,787.72 1528.39,787.314 1528.73,787.314 1529.08,786.665 1529.42,786.584 1529.77,786.179 1530.11,786.016 1530.45,785.773 1530.8,785.448 1531.14,785.205 \n",
       "  1531.48,785.043 1531.83,784.394 1532.17,784.232 1532.51,783.339 1532.86,783.339 1533.2,783.015 1533.55,782.528 1533.89,782.447 1534.23,782.447 1534.58,782.285 \n",
       "  1534.92,781.798 1535.26,781.555 1535.61,781.312 1535.95,780.906 1536.29,780.825 1536.64,780.257 1536.98,779.608 1537.33,779.446 1537.67,779.446 1538.01,779.121 \n",
       "  1538.36,778.959 1538.7,778.472 1539.04,778.229 1539.39,777.905 1539.73,777.823 1540.07,777.418 1540.42,776.931 1540.76,776.607 1541.11,776.363 1541.45,775.877 \n",
       "  1541.79,775.714 1542.14,775.39 1542.48,775.066 1542.82,774.741 1543.17,774.579 1543.51,774.498 1543.85,774.173 1544.2,773.93 1544.54,773.524 1544.89,772.956 \n",
       "  1545.23,772.794 1545.57,772.551 1545.92,771.983 1546.26,771.821 1546.6,771.659 1546.95,771.334 1547.29,771.01 1547.63,770.766 1547.98,770.523 1548.32,770.117 \n",
       "  1548.67,769.712 1549.01,769.55 1549.35,768.901 1549.7,768.657 1550.04,768.333 1550.38,768.171 1550.73,768.089 1551.07,767.684 1551.41,767.441 1551.76,767.035 \n",
       "  1552.1,766.71 1552.45,766.305 1552.79,765.737 1553.13,765.331 1553.48,765.088 1553.82,765.007 1554.16,764.845 1554.51,764.439 1554.85,763.953 1555.19,763.709 \n",
       "  1555.54,763.628 1555.88,763.466 1556.23,762.979 1556.57,762.736 1556.91,762.249 1557.26,762.006 1557.6,761.762 1557.94,761.6 1558.29,761.357 1558.63,761.113 \n",
       "  1558.97,760.789 1559.32,760.383 1559.66,759.978 1560.01,759.734 1560.35,759.329 1560.69,759.085 1561.04,758.761 1561.38,758.599 1561.72,758.355 1562.07,758.031 \n",
       "  1562.41,757.706 1562.75,757.463 1563.1,757.058 1563.44,756.895 1563.79,756.409 1564.13,756.084 1564.47,755.597 1564.82,755.354 1565.16,755.111 1565.5,754.786 \n",
       "  1565.85,754.3 1566.19,754.218 1566.53,754.056 1566.88,753.813 1567.22,753.326 1567.56,753.002 1567.91,752.596 1568.25,752.191 1568.6,752.109 1568.94,751.785 \n",
       "  1569.28,751.379 1569.63,751.055 1569.97,750.812 1570.31,750.244 1570.66,750.082 1571,749.919 1571.34,749.27 1571.69,748.946 1572.03,748.703 1572.38,748.459 \n",
       "  1572.72,748.216 1573.06,747.81 1573.41,747.567 1573.75,747.161 1574.09,747.08 1574.44,746.918 1574.78,746.431 1575.12,746.107 1575.47,745.701 1575.81,745.458 \n",
       "  1576.16,745.214 1576.5,745.052 1576.84,744.728 1577.19,744.241 1577.53,743.836 1577.87,743.592 1578.22,743.349 1578.56,743.105 1578.9,742.457 1579.25,742.051 \n",
       "  1579.59,741.889 1579.94,741.808 1580.28,741.564 1580.62,741.321 1580.97,740.834 1581.31,740.429 1581.65,740.023 1582,739.699 1582.34,739.455 1582.68,739.05 \n",
       "  1583.03,738.806 1583.37,738.401 1583.72,738.157 1584.06,737.833 1584.4,737.346 1584.75,737.103 1585.09,736.941 1585.43,736.454 1585.78,736.048 1586.12,735.805 \n",
       "  1586.46,735.48 1586.81,734.994 1587.15,734.913 1587.5,734.426 1587.84,734.264 1588.18,733.939 1588.53,733.534 1588.87,733.209 1589.21,732.722 1589.56,732.479 \n",
       "  1589.9,732.236 1590.24,731.83 1590.59,731.749 1590.93,731.181 1591.28,730.776 1591.62,730.451 1591.96,730.046 1592.31,729.965 1592.65,729.397 1592.99,729.153 \n",
       "  1593.34,729.153 1593.68,728.748 1594.02,728.667 1594.37,728.18 1594.71,727.774 1595.06,727.207 1595.4,726.72 1595.74,726.395 1596.09,726.233 1596.43,725.746 \n",
       "  1596.77,725.665 1597.12,725.341 1597.46,725.26 1597.8,725.016 1598.15,724.53 1598.49,724.043 1598.84,723.475 1599.18,723.232 1599.52,723.07 1599.87,722.664 \n",
       "  1600.21,722.502 1600.55,722.015 1600.9,721.772 1601.24,721.609 1601.58,721.042 1601.93,720.798 1602.27,720.393 1602.62,720.149 1602.96,719.906 1603.3,719.663 \n",
       "  1603.65,719.5 1603.99,718.852 1604.33,718.689 1604.68,718.203 1605.02,717.878 1605.36,717.391 1605.71,717.067 1606.05,716.905 1606.39,716.742 1606.74,716.418 \n",
       "  1607.08,716.175 1607.43,715.445 1607.77,715.12 1608.11,714.796 1608.46,714.633 1608.8,714.066 1609.14,713.903 1609.49,713.822 1609.83,713.498 1610.17,712.93 \n",
       "  1610.52,712.687 1610.86,712.281 1611.21,712.119 1611.55,711.713 1611.89,711.551 1612.24,711.145 1612.58,710.74 1612.92,710.334 1613.27,710.01 1613.61,709.604 \n",
       "  1613.95,709.442 1614.3,709.199 1614.64,708.955 1614.99,708.874 1615.33,708.631 1615.67,708.225 1616.02,707.82 1616.36,707.576 1616.7,706.927 1617.05,706.522 \n",
       "  1617.39,706.278 1617.73,705.792 1618.08,705.629 1618.42,705.467 1618.77,705.224 1619.11,704.818 1619.45,704.575 1619.8,704.25 1620.14,703.439 1620.48,703.115 \n",
       "  1620.83,702.709 1621.17,702.466 1621.51,702.223 1621.86,701.979 1622.2,701.898 1622.55,701.736 1622.89,701.492 1623.23,701.087 1623.58,700.762 1623.92,700.519 \n",
       "  1624.26,700.276 1624.61,700.032 1624.95,699.465 1625.29,699.14 1625.64,698.897 1625.98,698.735 1626.33,698.248 1626.67,698.086 1627.01,697.761 1627.36,697.274 \n",
       "  1627.7,696.788 1628.04,696.707 1628.39,696.382 1628.73,696.301 1629.07,695.814 1629.42,695.733 1629.76,695.246 1630.11,695.084 1630.45,694.679 1630.79,694.192 \n",
       "  1631.14,693.867 1631.48,693.543 1631.82,693.056 1632.17,692.975 1632.51,692.083 1632.85,692.002 1633.2,691.596 1633.54,691.434 1633.89,691.11 1634.23,690.785 \n",
       "  1634.57,690.542 1634.92,690.298 1635.26,690.055 1635.6,689.812 1635.95,688.919 1636.29,688.514 1636.63,688.27 1636.98,687.946 1637.32,687.621 1637.67,687.378 \n",
       "  1638.01,687.297 1638.35,687.135 1638.7,686.973 1639.04,686.729 1639.38,685.918 1639.73,685.35 1640.07,684.945 1640.41,684.701 1640.76,684.377 1641.1,684.296 \n",
       "  1641.45,684.133 1641.79,683.971 1642.13,683.647 1642.48,683.403 1642.82,683.079 1643.16,682.754 1643.51,682.187 1643.85,681.619 1644.19,681.538 1644.54,681.132 \n",
       "  1644.88,680.808 1645.22,680.808 1645.57,680.727 1645.91,680.24 1646.26,679.915 1646.6,679.672 1646.94,679.104 1647.29,678.455 1647.63,678.05 1647.97,677.644 \n",
       "  1648.32,677.401 1648.66,677.239 1649,677.076 1649.35,676.914 1649.69,676.508 1650.04,676.265 1650.38,676.184 1650.72,675.616 1651.07,675.129 1651.41,674.318 \n",
       "  1651.75,673.994 1652.1,673.751 1652.44,673.669 1652.78,673.345 1653.13,673.102 1653.47,672.858 1653.82,672.615 1654.16,672.209 1654.5,672.047 1654.85,671.317 \n",
       "  1655.19,671.074 1655.53,670.668 1655.88,670.425 1656.22,670.1 1656.56,670.1 1656.91,669.695 1657.25,669.37 1657.6,669.208 1657.94,668.802 1658.28,668.235 \n",
       "  1658.63,667.91 1658.97,667.505 1659.31,667.423 1659.66,666.937 1660,666.531 1660.34,666.288 1660.69,666.126 1661.03,665.801 1661.38,665.558 1661.72,665.233 \n",
       "  1662.06,664.909 1662.41,664.584 1662.75,663.935 1663.09,663.53 1663.44,663.449 1663.78,663.124 1664.12,662.962 1664.47,662.637 1664.81,662.475 1665.16,662.07 \n",
       "  1665.5,661.745 1665.84,661.34 1666.19,660.934 1666.53,660.447 1666.87,660.204 1667.22,659.961 1667.56,659.798 1667.9,659.555 1668.25,659.312 1668.59,658.987 \n",
       "  1668.94,658.663 1669.28,658.338 1669.62,657.852 1669.97,657.446 1670.31,657.284 1670.65,657.04 1671,656.554 1671.34,656.148 1671.68,655.905 1672.03,655.58 \n",
       "  1672.37,655.094 1672.72,654.769 1673.06,654.282 1673.4,654.201 1673.75,654.12 1674.09,653.796 1674.43,653.39 1674.78,653.066 1675.12,652.66 1675.46,652.011 \n",
       "  1675.81,652.011 1676.15,651.768 1676.5,651.281 1676.84,651.038 1677.18,650.957 1677.53,650.47 1677.87,650.227 1678.21,649.983 1678.56,649.578 1678.9,649.253 \n",
       "  1679.24,648.766 1679.59,648.523 1679.93,648.118 1680.28,647.874 1680.62,647.793 1680.96,647.225 1681.31,646.982 1681.65,646.739 1681.99,646.414 1682.34,645.927 \n",
       "  1682.68,645.522 1683.02,645.441 1683.37,645.116 1683.71,644.873 1684.05,644.548 1684.4,644.224 1684.74,643.818 1685.09,643.332 1685.43,643.169 1685.77,642.926 \n",
       "  1686.12,642.764 1686.46,642.683 1686.8,642.196 1687.15,641.79 1687.49,641.547 1687.83,641.142 1688.18,640.979 1688.52,640.493 1688.87,640.006 1689.21,639.681 \n",
       "  1689.55,639.6 1689.9,639.438 1690.24,639.276 1690.58,638.789 1690.93,638.384 1691.27,638.221 1691.61,637.978 1691.96,637.491 1692.3,637.086 1692.65,636.761 \n",
       "  1692.99,636.356 1693.33,636.193 1693.68,636.031 1694.02,635.544 1694.36,635.301 1694.71,635.22 1695.05,634.814 1695.39,634.652 1695.74,634.247 1696.08,633.841 \n",
       "  1696.43,633.679 1696.77,633.435 1697.11,632.868 1697.46,632.543 1697.8,632.138 1698.14,631.894 1698.49,631.651 1698.83,631.326 1699.17,630.921 1699.52,630.353 \n",
       "  1699.86,630.11 1700.21,629.947 1700.55,629.623 1700.89,629.298 1701.24,629.136 1701.58,628.812 1701.92,628.487 1702.27,628.325 1702.61,627.838 1702.95,627.514 \n",
       "  1703.3,627.189 1703.64,626.703 1703.99,626.459 1704.33,626.054 1704.67,625.973 1705.02,625.892 1705.36,625.486 1705.7,625.08 1706.05,624.756 1706.39,624.431 \n",
       "  1706.73,624.107 1707.08,623.864 1707.42,623.296 1707.77,623.052 1708.11,622.89 1708.45,622.566 1708.8,622.241 1709.14,621.836 1709.48,621.592 1709.83,621.187 \n",
       "  1710.17,620.781 1710.51,620.619 1710.86,620.294 1711.2,619.727 1711.55,619.564 1711.89,619.24 1712.23,619.159 1712.58,618.753 1712.92,618.672 1713.26,618.348 \n",
       "  1713.61,617.861 1713.95,617.455 1714.29,617.05 1714.64,616.888 1714.98,616.644 1715.33,616.482 1715.67,616.076 1716.01,615.59 1716.36,615.509 1716.7,615.265 \n",
       "  1717.04,614.86 1717.39,614.535 1717.73,614.211 1718.07,613.724 1718.42,613.562 1718.76,613.237 1719.11,612.913 1719.45,612.588 1719.79,612.345 1720.14,612.021 \n",
       "  1720.48,611.777 1720.82,611.372 1721.17,611.047 1721.51,610.804 1721.85,610.56 1722.2,610.074 1722.54,609.749 1722.89,609.344 1723.23,609.1 1723.57,608.695 \n",
       "  1723.92,608.533 1724.26,608.208 1724.6,607.884 1724.95,607.559 1725.29,607.316 1725.63,606.991 1725.98,606.423 1726.32,606.261 1726.66,606.018 1727.01,605.369 \n",
       "  1727.35,605.126 1727.7,604.801 1728.04,604.801 1728.38,604.558 1728.73,604.314 1729.07,604.071 1729.41,603.503 1729.76,603.098 1730.1,602.935 1730.44,602.773 \n",
       "  1730.79,602.287 1731.13,601.719 1731.48,601.638 1731.82,601.394 1732.16,601.232 1732.51,600.908 1732.85,600.664 1733.19,600.583 1733.54,599.934 1733.88,599.529 \n",
       "  1734.22,599.204 1734.57,598.474 1734.91,598.312 1735.26,597.906 1735.6,597.744 1735.94,597.501 1736.29,597.338 1736.63,597.257 1736.97,596.852 1737.32,596.446 \n",
       "  1737.66,596.122 1738,595.878 1738.35,595.148 1738.69,594.743 1739.04,594.58 1739.38,594.256 1739.72,594.013 1740.07,593.85 1740.41,593.526 1740.75,593.283 \n",
       "  1741.1,592.877 1741.44,592.634 1741.78,591.985 1742.13,591.498 1742.47,591.255 1742.82,590.849 1743.16,590.362 1743.5,590.281 1743.85,589.957 1744.19,589.795 \n",
       "  1744.53,589.389 1744.88,589.146 1745.22,588.659 1745.56,588.416 1745.91,588.091 1746.25,587.767 1746.6,587.28 1746.94,587.037 1747.28,586.55 1747.63,586.306 \n",
       "  1747.97,586.063 1748.31,585.82 1748.66,585.252 1749,585.009 1749.34,585.009 1749.69,584.441 1750.03,584.035 1750.38,583.954 1750.72,583.549 1751.06,583.386 \n",
       "  1751.41,583.143 1751.75,582.9 1752.09,582.413 1752.44,582.007 1752.78,581.845 1753.12,581.358 1753.47,581.277 1753.81,580.872 1754.16,580.628 1754.5,580.385 \n",
       "  1754.84,580.06 1755.19,579.979 1755.53,579.655 1755.87,579.33 1756.22,579.006 1756.56,578.519 1756.9,578.438 1757.25,578.114 1757.59,577.789 1757.94,577.221 \n",
       "  1758.28,577.059 1758.62,576.897 1758.97,576.735 1759.31,576.167 1759.65,575.599 1760,575.437 1760.34,575.031 1760.68,574.788 1761.03,574.626 1761.37,574.139 \n",
       "  1761.72,573.814 1762.06,573.409 1762.4,573.409 1762.75,573.003 1763.09,572.679 1763.43,572.273 1763.78,571.787 1764.12,571.462 1764.46,571.138 1764.81,571.057 \n",
       "  1765.15,570.651 1765.49,570.245 1765.84,570.002 1766.18,569.272 1766.53,569.029 1766.87,568.623 1767.21,568.542 1767.56,568.217 1767.9,567.893 1768.24,567.731 \n",
       "  1768.59,567.487 1768.93,567.001 1769.27,566.676 1769.62,566.352 1769.96,566.027 1770.31,565.378 1770.65,565.216 1770.99,564.973 1771.34,564.729 1771.68,564.729 \n",
       "  1772.02,564.243 1772.37,563.918 1772.71,563.675 1773.05,563.188 1773.4,562.945 1773.74,562.539 1774.09,562.215 1774.43,561.728 1774.77,561.647 1775.12,561.647 \n",
       "  1775.46,561.485 1775.8,560.998 1776.15,560.755 1776.49,560.349 1776.83,559.781 1777.18,559.457 1777.52,559.132 1777.87,558.564 1778.21,558.321 1778.55,558.321 \n",
       "  1778.9,557.997 1779.24,557.591 1779.58,557.186 1779.93,556.699 1780.27,556.374 1780.61,555.807 1780.96,555.644 1781.3,555.239 1781.65,555.076 1781.99,554.833 \n",
       "  1782.33,554.509 1782.68,554.184 1783.02,553.941 1783.36,553.373 1783.71,552.967 1784.05,552.481 1784.39,552.237 1784.74,551.913 1785.08,551.751 1785.43,551.507 \n",
       "  1785.77,551.426 1786.11,550.94 1786.46,550.696 1786.8,550.372 1787.14,550.047 1787.49,549.561 1787.83,549.236 1788.17,549.236 1788.52,548.912 1788.86,548.425 \n",
       "  1789.21,548.425 1789.55,548.019 1789.89,547.695 1790.24,547.37 1790.58,546.884 1790.92,546.478 1791.27,546.316 1791.61,546.154 1791.95,545.991 1792.3,545.424 \n",
       "  1792.64,545.342 1792.99,545.018 1793.33,544.856 1793.67,544.694 1794.02,544.288 1794.36,543.963 1794.7,543.72 1795.05,543.152 1795.39,542.99 1795.73,542.747 \n",
       "  1796.08,542.503 1796.42,542.179 1796.77,542.017 1797.11,541.773 1797.45,541.449 1797.8,540.881 1798.14,540.557 1798.48,540.07 1798.83,539.826 1799.17,539.34 \n",
       "  1799.51,539.096 1799.86,538.853 1800.2,538.691 1800.55,538.366 1800.89,538.204 1801.23,537.88 1801.58,537.636 1801.92,537.231 1802.26,536.906 1802.61,536.42 \n",
       "  1802.95,536.095 1803.29,535.69 1803.64,535.446 1803.98,535.122 1804.32,534.878 1804.67,534.635 1805.01,534.473 1805.36,533.905 1805.7,533.743 1806.04,533.256 \n",
       "  1806.39,532.688 1806.73,532.364 1807.07,532.202 1807.42,531.877 1807.76,531.553 1808.1,531.309 1808.45,531.066 1808.79,530.741 1809.14,530.498 1809.48,530.174 \n",
       "  1809.82,529.93 1810.17,529.362 1810.51,529.119 1810.85,529.038 1811.2,528.632 1811.54,528.065 1811.88,527.74 1812.23,527.578 1812.57,527.416 1812.92,527.091 \n",
       "  1813.26,526.767 1813.6,526.442 1813.95,526.118 1814.29,525.793 1814.63,525.307 1814.98,524.82 1815.32,524.577 1815.66,524.414 1816.01,524.171 1816.35,523.846 \n",
       "  1816.7,523.603 1817.04,523.198 1817.38,522.711 1817.73,522.549 1818.07,522.143 1818.41,521.737 1818.76,521.332 1819.1,521.088 1819.44,520.926 1819.79,520.683 \n",
       "  1820.13,520.358 1820.48,520.115 1820.82,519.71 1821.16,519.385 1821.51,519.061 1821.85,518.898 1822.19,518.655 1822.54,518.331 1822.88,518.168 1823.22,517.763 \n",
       "  1823.57,517.6 1823.91,517.357 1824.26,516.789 1824.6,516.384 1824.94,515.978 1825.29,515.816 1825.63,515.573 1825.97,515.167 1826.32,514.924 1826.66,514.518 \n",
       "  1827,514.275 1827.35,514.031 1827.69,513.869 1828.04,513.545 1828.38,512.815 1828.72,512.652 1829.07,512.166 1829.41,511.922 1829.75,511.679 1830.1,511.192 \n",
       "  1830.44,510.949 1830.78,510.462 1831.13,510.057 1831.47,509.813 1831.82,509.327 1832.16,509.083 1832.5,508.678 1832.85,508.434 1833.19,508.272 1833.53,508.191 \n",
       "  1833.88,507.948 1834.22,507.542 1834.56,507.136 1834.91,506.812 1835.25,506.406 1835.6,506.082 1835.94,505.92 1836.28,505.839 1836.63,505.514 1836.97,505.108 \n",
       "  1837.31,504.784 1837.66,504.622 1838,504.297 1838.34,503.567 1838.69,503.162 1839.03,502.837 1839.38,502.432 1839.72,502.188 1840.06,501.945 1840.41,501.702 \n",
       "  1840.75,501.539 1841.09,501.215 1841.44,500.89 1841.78,500.404 1842.12,499.998 1842.47,499.593 1842.81,499.106 1843.15,498.781 1843.5,498.538 1843.84,498.295 \n",
       "  1844.19,498.214 1844.53,497.97 1844.87,497.565 1845.22,497.321 1845.56,496.835 1845.9,496.51 1846.25,496.186 1846.59,495.699 1846.93,495.456 1847.28,495.131 \n",
       "  1847.62,494.807 1847.97,494.32 1848.31,493.995 1848.65,493.914 1849,493.671 1849.34,493.184 1849.68,492.779 1850.03,492.211 1850.37,492.049 1850.71,491.968 \n",
       "  1851.06,491.724 1851.4,491.4 1851.75,490.832 1852.09,490.751 1852.43,490.589 1852.78,490.345 1853.12,490.102 1853.46,489.777 1853.81,489.453 1854.15,489.047 \n",
       "  1854.49,488.561 1854.84,488.236 1855.18,487.912 1855.53,487.668 1855.87,487.425 1856.21,487.263 1856.56,486.857 1856.9,486.533 1857.24,486.452 1857.59,485.803 \n",
       "  1857.93,485.397 1858.27,485.316 1858.62,485.073 1858.96,484.91 1859.31,484.343 1859.65,484.099 1859.99,483.775 1860.34,483.45 1860.68,483.288 1861.02,482.964 \n",
       "  1861.37,482.558 1861.71,482.233 1862.05,481.828 1862.4,481.666 1862.74,481.179 1863.09,480.692 1863.43,480.449 1863.77,480.368 1864.12,480.043 1864.46,479.8 \n",
       "  1864.8,479.557 1865.15,479.151 1865.49,478.745 1865.83,478.421 1866.18,478.097 1866.52,477.934 1866.87,477.366 1867.21,477.204 1867.55,476.799 1867.9,476.636 \n",
       "  1868.24,476.393 1868.58,476.312 1868.93,475.825 1869.27,475.582 1869.61,475.176 1869.96,474.771 1870.3,474.122 1870.65,473.797 1870.99,473.554 1871.33,473.392 \n",
       "  1871.68,473.23 1872.02,472.824 1872.36,472.662 1872.71,472.337 1873.05,471.932 1873.39,471.688 1873.74,471.12 1874.08,470.553 1874.43,470.39 1874.77,470.147 \n",
       "  1875.11,469.823 1875.46,469.498 1875.8,469.174 1876.14,468.93 1876.49,468.687 1876.83,468.525 1877.17,468.281 1877.52,467.876 1877.86,467.389 1878.21,467.227 \n",
       "  1878.55,466.74 1878.89,466.416 1879.24,466.01 1879.58,465.767 1879.92,465.442 1880.27,465.118 1880.61,464.956 1880.95,464.55 1881.3,464.226 1881.64,463.982 \n",
       "  1881.98,463.658 1882.33,463.495 1882.67,462.847 1883.02,462.522 1883.36,462.522 1883.7,462.36 1884.05,462.035 1884.39,461.63 1884.73,461.468 1885.08,461.305 \n",
       "  1885.42,460.656 1885.76,460.332 1886.11,460.007 1886.45,459.602 1886.8,459.521 1887.14,459.277 1887.48,459.034 1887.83,458.71 1888.17,458.223 1888.51,457.98 \n",
       "  1888.86,457.493 1889.2,457.249 1889.54,457.087 1889.89,456.601 1890.23,456.195 1890.58,456.033 1890.92,455.708 1891.26,455.384 1891.61,454.978 1891.95,454.897 \n",
       "  1892.29,454.492 1892.64,454.248 1892.98,454.086 1893.32,453.599 1893.67,453.113 1894.01,452.869 1894.36,452.545 1894.7,451.896 1895.04,451.652 1895.39,451.49 \n",
       "  1895.73,451.166 1896.07,450.679 1896.42,450.517 1896.76,450.355 1897.1,450.03 1897.45,449.706 1897.79,449.543 1898.14,448.651 1898.48,448.489 1898.82,448.327 \n",
       "  1899.17,448.164 1899.51,447.678 1899.85,447.353 1900.2,447.11 1900.54,446.785 1900.88,446.704 1901.23,446.542 1901.57,445.974 1901.92,445.812 1902.26,445.488 \n",
       "  1902.6,445.082 1902.95,444.757 1903.29,444.433 1903.63,444.109 1903.98,443.784 1904.32,443.622 1904.66,443.216 1905.01,443.135 1905.35,442.811 1905.7,442.324 \n",
       "  1906.04,442.324 1906.38,441.756 1906.73,441.432 1907.07,441.026 1907.41,440.702 1907.76,440.134 1908.1,439.89 1908.44,439.809 1908.79,439.647 1909.13,439.16 \n",
       "  1909.48,439.079 1909.82,438.593 1910.16,438.511 1910.51,437.944 1910.85,437.7 1911.19,437.295 1911.54,436.889 1911.88,436.889 1912.22,436.646 1912.57,436.159 \n",
       "  1912.91,435.997 1913.26,435.754 1913.6,435.51 1913.94,434.942 1914.29,434.699 1914.63,434.293 1914.97,433.969 1915.32,433.726 1915.66,433.482 1916,433.077 \n",
       "  1916.35,432.914 1916.69,432.752 1917.04,432.428 1917.38,432.022 1917.72,431.86 1918.07,431.454 1918.41,430.886 1918.75,430.562 1919.1,430.156 1919.44,429.994 \n",
       "  1919.78,429.751 1920.13,429.67 1920.47,429.264 1920.81,428.696 1921.16,428.372 1921.5,428.047 1921.85,427.642 1922.19,427.48 1922.53,427.236 1922.88,426.831 \n",
       "  1923.22,426.506 1923.56,426.263 1923.91,425.776 1924.25,425.371 1924.59,425.208 1924.94,424.722 1925.28,424.559 1925.63,424.154 1925.97,423.91 1926.31,423.667 \n",
       "  1926.66,423.262 1927,422.856 1927.34,422.369 1927.69,422.126 1928.03,421.883 1928.37,421.558 1928.72,421.558 1929.06,421.234 1929.41,420.909 1929.75,420.747 \n",
       "  1930.09,420.341 1930.44,420.098 1930.78,419.611 1931.12,419.287 1931.47,419.125 1931.81,418.719 1932.15,418.557 1932.5,418.313 1932.84,418.232 1933.19,417.989 \n",
       "  1933.53,417.827 1933.87,417.664 1934.22,417.097 1934.56,416.691 1934.9,416.285 1935.25,415.799 1935.59,415.312 1935.93,415.15 1936.28,414.988 1936.62,414.906 \n",
       "  1936.97,414.663 1937.31,414.501 1937.65,414.095 1938,413.527 1938.34,413.203 1938.68,412.879 1939.03,412.635 1939.37,412.067 1939.71,411.905 1940.06,411.743 \n",
       "  1940.4,411.5 1940.75,411.175 1941.09,410.851 1941.43,410.445 1941.78,409.877 1942.12,409.796 1942.46,409.715 1942.81,408.823 1943.15,408.66 1943.49,408.498 \n",
       "  1943.84,408.417 1944.18,408.093 1944.53,407.687 1944.87,407.2 1945.21,406.876 1945.56,406.389 1945.9,406.308 1946.24,405.984 1946.59,405.335 1946.93,405.01 \n",
       "  1947.27,404.767 1947.62,404.523 1947.96,404.199 1948.31,403.875 1948.65,403.388 1948.99,403.226 1949.34,402.901 1949.68,402.414 1950.02,402.009 1950.37,401.522 \n",
       "  1950.71,401.441 1951.05,401.36 1951.4,400.954 1951.74,400.549 1952.09,400.224 1952.43,399.981 1952.77,399.575 1953.12,399.17 1953.46,398.764 1953.8,398.277 \n",
       "  1954.15,397.872 1954.49,397.872 1954.83,397.385 1955.18,397.142 1955.52,396.655 1955.87,396.412 1956.21,396.25 1956.55,395.925 1956.9,395.438 1957.24,394.871 \n",
       "  1957.58,394.546 1957.93,394.465 1958.27,394.059 1958.61,393.816 1958.96,393.329 1959.3,393.329 1959.64,393.005 1959.99,392.843 1960.33,392.599 1960.68,391.95 \n",
       "  1961.02,391.626 1961.36,391.464 1961.71,391.301 1962.05,390.977 1962.39,390.896 1962.74,390.734 1963.08,390.247 1963.42,390.004 1963.77,389.598 1964.11,389.436 \n",
       "  1964.46,389.03 1964.8,388.381 1965.14,388.138 1965.49,387.976 1965.83,387.651 1966.17,387.408 1966.52,387.002 1966.86,386.759 1967.2,386.191 1967.55,386.11 \n",
       "  1967.89,385.704 1968.24,385.218 1968.58,384.731 1968.92,384.488 1969.27,384.082 1969.61,383.92 1969.95,383.758 1970.3,383.595 1970.64,383.109 1970.98,382.622 \n",
       "  1971.33,382.135 1971.67,381.811 1972.02,381.567 1972.36,381.324 1972.7,380.918 1973.05,380.837 1973.39,380.675 1973.73,380.432 1974.08,380.026 1974.42,379.783 \n",
       "  1974.76,379.377 1975.11,378.972 1975.45,378.566 1975.8,378.404 1976.14,378.079 1976.48,377.593 1976.83,377.43 1977.17,377.187 1977.51,376.944 1977.86,376.7 \n",
       "  1978.2,376.295 1978.54,375.808 1978.89,375.565 1979.23,375.403 1979.58,375.078 1979.92,374.51 1980.26,374.429 1980.61,374.024 1980.95,373.537 1981.29,373.537 \n",
       "  1981.64,373.05 1981.98,372.645 1982.32,372.645 1982.67,372.32 1983.01,371.833 1983.36,371.509 1983.7,371.266 1984.04,370.941 1984.39,370.617 1984.73,370.292 \n",
       "  1985.07,369.805 1985.42,369.481 1985.76,369.4 1986.1,368.913 1986.45,368.67 1986.79,368.264 1987.14,368.183 1987.48,367.696 1987.82,367.534 1988.17,367.372 \n",
       "  1988.51,366.723 1988.85,366.642 1989.2,366.399 1989.54,365.993 1989.88,365.75 1990.23,365.587 1990.57,365.344 1990.92,364.857 1991.26,364.452 1991.6,364.208 \n",
       "  1991.95,363.722 1992.29,363.478 1992.63,363.154 1992.98,362.992 1993.32,362.748 1993.66,362.505 1994.01,362.099 1994.35,361.613 1994.7,361.126 1995.04,360.964 \n",
       "  1995.38,360.477 1995.73,360.071 1996.07,359.909 1996.41,359.585 1996.76,359.341 1997.1,359.179 1997.44,358.936 1997.79,358.774 1998.13,358.287 1998.48,358.125 \n",
       "  1998.82,357.557 1999.16,357.395 1999.51,356.908 1999.85,356.502 2000.19,356.259 2000.54,355.691 2000.88,355.61 2001.22,355.448 2001.57,355.286 2001.91,354.961 \n",
       "  2002.25,354.637 2002.6,354.393 2002.94,354.069 2003.29,353.744 2003.63,353.42 2003.97,353.014 2004.32,352.852 2004.66,352.446 2005,352.365 2005.35,351.635 \n",
       "  2005.69,351.23 2006.03,350.986 2006.38,350.581 2006.72,350.256 2007.07,350.013 2007.41,349.851 2007.75,349.688 2008.1,349.364 2008.44,349.121 2008.78,348.634 \n",
       "  2009.13,348.228 2009.47,347.985 2009.81,347.742 2010.16,347.174 2010.5,346.849 2010.85,346.687 2011.19,346.363 2011.53,346.038 2011.88,345.795 2012.22,345.552 \n",
       "  2012.56,345.227 2012.91,344.74 2013.25,344.416 2013.59,344.091 2013.94,343.767 2014.28,343.361 2014.63,343.28 2014.97,343.118 2015.31,342.956 2015.66,342.875 \n",
       "  2016,342.145 2016.34,341.658 2016.69,341.577 2017.03,341.415 2017.37,341.171 2017.72,340.522 2018.06,340.198 2018.41,339.873 2018.75,339.468 2019.09,339.387 \n",
       "  2019.44,338.9 2019.78,338.413 2020.12,338.251 2020.47,338.251 2020.81,338.008 2021.15,337.602 2021.5,337.278 2021.84,336.71 2022.19,336.385 2022.53,336.142 \n",
       "  2022.87,335.574 2023.22,335.331 2023.56,334.925 2023.9,334.763 2024.25,334.357 2024.59,334.033 2024.93,333.708 2025.28,333.465 2025.62,333.384 2025.97,332.978 \n",
       "  2026.31,332.492 2026.65,332.167 2027,331.762 2027.34,331.518 2027.68,331.275 2028.03,330.95 2028.37,330.383 2028.71,330.302 2029.06,330.302 2029.4,329.653 \n",
       "  2029.75,329.166 2030.09,328.923 2030.43,328.598 2030.78,328.274 2031.12,328.192 2031.46,327.787 2031.81,327.544 2032.15,327.138 2032.49,326.976 2032.84,326.489 \n",
       "  2033.18,326.002 2033.53,325.921 2033.87,325.678 2034.21,325.353 2034.56,324.786 2034.9,324.542 2035.24,324.299 2035.59,324.137 2035.93,323.893 2036.27,323.488 \n",
       "  2036.62,323.082 2036.96,322.595 2037.31,322.352 2037.65,322.028 2037.99,321.865 2038.34,321.622 2038.68,321.298 2039.02,321.298 2039.37,320.892 2039.71,320.568 \n",
       "  2040.05,320.081 2040.4,319.675 2040.74,319.594 2041.08,319.27 2041.43,318.783 2041.77,318.458 2042.12,318.296 2042.46,317.972 2042.8,317.81 2043.15,317.566 \n",
       "  2043.49,317.161 2043.83,316.593 2044.18,316.268 2044.52,315.782 2044.86,315.376 2045.21,315.133 2045.55,314.97 2045.9,314.565 2046.24,314.565 2046.58,314.322 \n",
       "  2046.93,314.078 2047.27,313.673 2047.61,313.348 2047.96,312.537 2048.3,312.131 2048.64,311.888 2048.99,311.807 2049.33,311.32 2049.68,311.077 2050.02,310.671 \n",
       "  2050.36,310.59 2050.71,310.103 2051.05,309.86 2051.39,309.292 2051.74,309.13 2052.08,308.806 2052.42,308.806 2052.77,308.319 2053.11,307.913 2053.46,307.427 \n",
       "  2053.8,307.264 2054.14,307.021 2054.49,306.778 2054.83,306.129 2055.17,305.966 2055.52,305.642 2055.86,305.48 2056.2,304.993 2056.55,304.75 2056.89,304.344 \n",
       "  2057.24,304.02 2057.58,303.857 2057.92,303.533 2058.27,303.046 2058.61,302.803 2058.95,302.478 2059.3,302.154 2059.64,301.748 2059.98,301.586 2060.33,301.343 \n",
       "  2060.67,300.937 2061.02,300.775 2061.36,300.207 2061.7,300.126 2062.05,299.72 2062.39,299.477 2062.73,299.072 2063.08,298.747 2063.42,298.747 2063.76,298.423 \n",
       "  2064.11,298.098 2064.45,297.693 2064.8,297.206 2065.14,296.719 2065.48,296.476 2065.83,296.232 2066.17,295.827 2066.51,295.583 2066.86,295.421 2067.2,294.935 \n",
       "  2067.54,294.772 2067.89,294.61 2068.23,294.205 2068.58,293.961 2068.92,293.312 2069.26,292.907 2069.61,292.501 2069.95,292.258 2070.29,292.014 2070.64,291.447 \n",
       "  2070.98,291.365 2071.32,291.203 2071.67,290.635 2072.01,290.311 2072.36,289.986 2072.7,289.662 2073.04,289.094 2073.39,289.013 2073.73,288.689 2074.07,288.121 \n",
       "  2074.42,287.796 2074.76,287.634 2075.1,287.228 2075.45,286.985 2075.79,286.336 2076.14,286.174 2076.48,285.931 2076.82,285.606 2077.17,285.201 2077.51,284.633 \n",
       "  2077.85,284.389 2078.2,284.389 2078.54,284.227 2078.88,283.984 2079.23,283.497 2079.57,283.173 2079.91,282.929 2080.26,282.686 2080.6,282.037 2080.95,281.469 \n",
       "  2081.29,281.469 2081.63,281.388 2081.98,281.145 2082.32,280.82 2082.66,280.496 2083.01,280.171 2083.35,280.09 2083.69,279.685 2084.04,279.198 2084.38,278.711 \n",
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      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "walls() = Set([CartesianIndex(4, j) for j in 2:9])\n",
    "function change_walls(walls)\n",
    "    pop!(walls, CartesianIndex(4,9))\n",
    "end\n",
    "\n",
    "p = plot(legend=:topleft)\n",
    "plot!(p, mean(cumulative_dyna_reward(ExperienceBasedSampleModel(), walls(), 3000, change_walls, 3000) for _ in 1:50), label=\"dyna-Q\")\n",
    "plot!(p, mean(cumulative_dyna_reward(TimeBasedSampleModel(4, 1e-3), walls(), 3000, change_walls, 3000) for _ in 1:50), label=\"dyna-Q+\")\n",
    "p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "run_once (generic function with 2 methods)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function run_once(model, ratio=1)\n",
    "    env = MazeEnv() * ratio\n",
    "    ns = length(get_observation_space(env))\n",
    "    na = length(get_action_space(env))\n",
    "    agent = DynaAgent(\n",
    "        policy=QBasedPolicy(\n",
    "            learner=TDLearner(\n",
    "                approximator=TabularApproximator(n_state=ns, n_action=na),\n",
    "                γ=0.95,\n",
    "                optimizer=Descent(0.5),\n",
    "                method=:SARS\n",
    "                ),\n",
    "            explorer=EpsilonGreedyExplorer(0.1;is_break_tie=true)\n",
    "            ),\n",
    "        model=model,\n",
    "        trajectory=EpisodicCompactSARTSATrajectory(),\n",
    "        plan_step=5\n",
    "    )\n",
    "    hook = StepsPerEpisode()\n",
    "    run(agent, env, (args...) -> length(hook.steps) > 0 && hook.steps[end] <= 14 * ratio * 1.2,hook)\n",
    "    model.sample_count\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
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       "</g>\n",
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       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 690.596, 1541.47)\" x=\"690.596\" y=\"1541.47\">2</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip9500)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1091.12, 1541.47)\" x=\"1091.12\" y=\"1541.47\">3</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip9500)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1491.64, 1541.47)\" x=\"1491.64\" y=\"1541.47\">4</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip9500)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1892.16, 1541.47)\" x=\"1892.16\" y=\"1541.47\">5</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip9500)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 2292.68, 1541.47)\" x=\"2292.68\" y=\"1541.47\">6</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip9500)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 87.2395, 1438.11)\" x=\"87.2395\" y=\"1438.11\">10</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip9500)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 140.764, 1410.7)\" x=\"140.764\" y=\"1410.7\">3.0 </text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip9500)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 87.2395, 1195.03)\" x=\"87.2395\" y=\"1195.03\">10</text>\n",
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       "<g clip-path=\"url(#clip9500)\">\n",
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      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p = plot(legend=:topleft)\n",
    "plot!(mean([run_once(ExperienceBasedSampleModel(), ratio) for ratio in 1:6] for _ in 1:5), label=\"Dyna\", yscale=:log10)\n",
    "plot!(mean([run_once(PrioritizedSweepingSampleModel(), ratio) for ratio in 1:6] for _ in 1:5), label=\"Prioritized\", yscale=:log10)\n",
    "p"
   ]
  }
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